{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kIiKAvHmTRt7/QDEAhwBUTuHcbSiMUGBaY4hEQHi4kCpGQEBALYSZS07m5cs0DUt6LIVi9pImpCInmYCAgIAaCLnFcjKxsRp3/QuK/ZZzOh5HQEDg50QwLjkZQ0ONui0EcADAWQAmOhxHQEDg50VYFsvJODoq9kTU4B8AuwCcAZBPlQ4ikWIcAQEBATUQNvRzOo6Oir2XHxgE4DiAIACWAPIAuAjADkCJ738DgCGAW+nJ9/PTnr4CAgI/BcKyWA4lNjYWBw4cgEFMDNoA0P/h/NpU+qn1JCGRAG5uGuknICDwcyMsi+UwXrx4gd9//x1FihRBt27dcNTWNplh0RpSKTBkiK6kCwgI5GIE45IDiI+Px/79+9GkSROULFkSnp6e6NmzJ54+fYrN3t6KQl8pROlnCIlEIVdI/SIgIKABwp5LNubVq1dYv349NmzYgKCgINSpUweDBg1Cp06dYGxs/P+GWs6KTAByAwOInz0TsiILCAhohDBzyWZIpVIcOXIELVu2RPHixbF8+XJ06NABDx8+xLVr19CrV6+khgVQGIDly7WmgwjA4Ph4/HPwIIRnDwEBAU0QNvSzCe/evYOnpyc8PT3x9u1bVK9eHevXr0fXrl1hamqavoABA4CPH4EpUzKsi2zWLOQPD8fYsWNx/fp1bNy4Eebm5hmWKyAg8PMgLItlIXK5HKdPn8batWtx9OhRGBkZoVu3bhg0aBCqVaummVBPT2D4cEhjYyFR56OVSBSvFSuUFSgPHDiAPn36wNbWFvv370c5Xab2FxAQyFUIy2JaJDIyEsuXL8eBAwcAINUlpY8fP2Lu3LlwdHSEm5sb/P39sXz5crx//x7r1q3T3LAAwIAB8Nm3D+cTxk5voz/hvKuronZLotLG7du3x+3bt6Gvr4+aNWti165dmuslICDwc0GBDPPlyxf27NmTjRs3Zt26dTlmzJgU2925c4edOnWiRCKhkZER+/Tpwxs3blAul2tVny5durB48eKMf/CAHD6cn/LmpUyRgvL/L5GIdHQkhw8nfXzSlBcZGcnu3bsTAIcNG8bY2Fit6isgIJD7EPZcNCQmJga7du1CREQEOnfujAYNGqBnz57KWcuPSKVS+Pr64vHjx1i4cCF69eqF/Pnza10vPz8/7N27FytXroSkYkVg2TL0fvECl0+exOfr12Gsp6fIFeboqHIafVNTU2zbtg1169bFyJEjcfv2bezduxdFihTRuv4CAgK5A2HPRUMGDx4MsVgMGxsbGBkZoUuXLrC3t8fChQvx4sULrFmzBnK5HHp6/195lMvlEIlEEKmZD0wdPDw8cOzYMQQEBMDIyAgAUL58eTx//hxxcXEZln/r1i107NgRMTEx2L17Nxo1apRhmQICArkPYc9FA2JiYmBlZYVx48ZhypQpMDAwwPr16wEAzZo1w9evX0EyiWEBAD09PZ0alrdv32LLli0YM2aM0rAAij0ebXl71apVC3fv3kWVKlXQtGlTzJ07F3K5XCuyBQQEcg+CcdEAsVgMQ0NDPHr0CCKRCF+/fsXTp08REhKCT58+oWrVqoiPj890vf755x+Ymppi8ODBSY5//foV1tbWWhunQIECOHnyJP744w/88ccf+PXXXxEWFqY1+QICAjkfwbhogL6+Pho1aoTjx49j9OjR8Pf3h52dHSIjIyESiXDu3DkYGBhkagDily9fsHbtWgwfPhx58uRRHv/69Svi4+NhZ2en1fHEYjFmzZqFY8eO4fLly6hWrRru37+v1TEEBARyLoJxUZMEg1GnTh38/vvvaNasGSZPnow8efLA0tIStWrVgpOTE+Li4nS6BPYjy79H6I8YMSLJ8YCAAABAqVKldDJuy5YtcefOHeTNmxe1a9fG5s2bdTKOgIBAzkIwLioQFRWFjRs3YuTIkUkMhoODA4yMjDB37lxIpVLo6enB1NQUixcvhoGBQabpFxERgWXLlmHgwIGwsrJKcu7x48cAFJv6uqJEiRK4du0aunXrhr59+2LgwIGI0VKeMwEBgZxJznFFjowEXrxQ1HNX05VWUx4/foy1a9di27ZtCA8PR/PmzREdHQ0jIyOlkXn16hXatm2Ltm3b6lSXtFi7di2ioqIwduzYZOcePHgAQLfGBQCMjY2xYcMG1KlTB0OHDsXdu3exb98+FCtWTKfjCggIZFOyNMomPZ48UQT5OTgogv5+DAJ0cFCcf/JEa0NGR0dz27ZtrFu3LgGwYMGCnDRpEv39/bU2hjaJjo6mjY0N+/fvn+L5Vq1aEQBfv36daTrduXOHxYoVo4WFBU+ePJlp4woICGQfsqdx8fcnmzRRGBGJJKlR+fGVcL5JE0U/DfH19eWYMWNoYWFBAGzUqBG9vLyyfTT6mjVrKBKJ6Ovrm+L58uXLEwDj4+MzVa/g4GC2aNGCIpGI06dPp0wmy9TxBQQEspbsZ1zWryeNjNI3KikZGSMjRX8ViY2N5Z49e+jq6koAtLS05Lhx4/j8+XMdXqD2iI+PZ4kSJdi5c+dU21haWtLMzCwTtfo/MpmMs2bNokgkYvPmzfnly5cs0UNAQCDzyV7GZfZs9QxKaq/Zs9Mc5uXLl5w4cSKtra0JgC4uLtyxYwejo6Mz6UK1w44dOwiAd+/eTfG8XC6nWCxmsWLFMlmzpJw6dYqWlpa0t7ent7d3luoiICCQOWQf47J+vXYMS8LL0zOJ+Pj4eB48eJDNmjWjSCRivnz5OGLECD7R4n5NZiKTyVi+fHm6ubml2ubDhw9K45nVvHr1ijVr1qSBgQHXrl2r9WSdAgIC2YvsYVz8/RVLWto0LkZGpL8/X79+zWnTptHW1pYAWKtWLW7atIlRUVFZfdUZ4siRIwTAy5cvp9pGKpXy6dOnqc5sMpuYmBgOGTKEANi7d+8c/xkICAikTvZIXNm0KXDhAiCVak2kXE8PDywsUD0kBCYmJujRowcGDRqEypUra22MrIIk6tSpA4lEgitXrqjUPjMDOtNj27ZtGDRoEEqWLIn9+/fD0dExq1USEBDQMllvXHx8gBQqHI4AcATAKwD3AFQGEAwgcQ7ebwD8AXwCYJGKeK8//4TbmDFJUqLkdC5evAhXV1ccP34cLVq0yGp1NOLRo0do3749Pn/+jC1btmRpnFCuIAviwAQE0iLrI/TXrEmxWmJHAFcBFE10zBLA/USvgQDckLphoUSCzsHBucqwAMDcuXNRqVIluLm5ZbUqGlOhQgXcvn0brq6uaNeuHSZNmgSpFmeuPwU+PsCIEQpDYm4OVKkC/PKL4qe5ueL4iBGKdgICmU1WrsmRVARCprF3UhTgvVTOlQF4ML29F0fHrL5CrXL79m0C4O7du1M8L5fLKZPJKJPJcsSmuVwu5/z586mnp8eGDRvy48ePWa1S9icL4sAEBNQla5fFIiKAvHkV/wapUAzAISiWxRJzHUB7AG+RTg4bkQgID881SwQdO3bEgwcP8OzZM4jF4qxWR2tcvHgRXbp0gb6+Pry8vFCnTp2sVil74ukJDB+u2J9UZ6YnkShey5cDAwboTj8Bge9k7bLYy5dpGpa02ACgF1RIjkYq1qJzAc+ePcOBAwcwYcKEFA1LaGgoJk2ahJ49e2LAgAE4cOCAMnFldqdBgwa4d+8eihUrhvr162P58uWZWrIgRzBnDuDhAcTEqO/8IpUq+nl4KOQICOiYrDUusbEadYsE4AWgn4rtZd++aTROduPChQto3rw5evbsmeL5Pn36oF69enBzc0N4eDjmzZuHtWvX4unTp5msqWbY2triwoULGDZsGEaMGIFu3bohMjIyq9XKHnh6AlOmaEfWlCnAhg3akSUgkApZuyx2/75i8zENiiH5stgGAJug2PBXhRoSCb4WL44SJUqgRIkScHBwUP5eokSJHLHhz3TciaOiojBhwgSsWLFCeaxz585YtWoVevfujePHj2eGmlrDy8sL/fr1Q9GiRbF//36UKVMmq1XKOgICgLJlFTMPbWFkpNjoL15cezIFBBKRtcYlMlLh1ZKCCoMAHAcQBIWXWB4ACYtbdQB4AOirwhAEsH7RIvi+e4eXL1/C398f/v7+iIqKUrYpUKBAMqOT8LutrS309LLeqS49Ehuf6OhoXLx4EX5+fvDw8ECXLl1w5MiRLNZQfZ4+fYoOHTrgzZs32LRpEzp27JjVKmUNOogDg0QCuLoCp09rT6aAQCKyPs7F0VGx96JL+X5+SQ6RxKdPn5SGJrHRefnyJd6/f69sa2hoiOJpzHpMTEx0p3sGkMlkuHr1KvT09PDo0SP89ttvWa2SRkRGRmLAgAHYs2cPxowZg3nz5kFfXz+r1co8UokDS41NUCwXHwTQTlX5Tk4aqSYgkBZZXyysRQtg9WrtPpV9hxIJRCnEgohEIhQsWBAFCxZE7dq1k52Pjo5GYGBgMqNz/vx5eHp6JqmyaGNjk+qsx8bGRquR8V++fMHQoUNhZ2cHJycn9O/fH/7+/rC2tobZD95wIpEIxsbGuHz5co41LABgZmaGXbt2oXbt2hg3bhy8vb3h5eWFQoUKZbVqmUNCHJgK/x+BANYD+EVV2RKJ4n9v2TLN9RMQSIWsn7mo+WSmLlsnTkSnadNgbGysFXlyuRxBQUGpzno+fvyobGtsbJxklpPYABUrVkxtnWJjY+Ht7Q0/Pz9cvnwZHh4emD9/PkJDQ2FiYoKtW7fC2to6SZ++ffuibt26GJAL3E+vXbuGzp07QyaTYc+ePahfv37uj0xXcWYvB9AUwN8AxgIYBRVnLinM7AUEtEHWGxdAJ2vKFIvxpGBBVP74EdbW1pg0aRI8PDxgZGSktTFSIioqCgEBAcmMjr+/PwICAhAXF6dsW7hw4RQNj4ODAwoUKJDmrGf9+vWIj49XzkoOHjyImzdv4u+//wagMIKfP3/GhAkT0KdPHzRo0ECn151ZfPz4ERNat0a127fRw8IC+UJCIEr8FRaJgBIlFDPiwYMVG+E5FRXiwBJYCCACwAwADaCGccllcWAC2YfsYVx06A3zQibD7NmzsW3bNhQqVAiTJk3CgAEDYGhoqL2xVEQul+P9+/cpGh5/f398/vxZ2fa///5D9erVk/SXSqXYt28ftm3bhsqVK2PEiBEoWLAgAGDPnj04f/481q5dC7lcDpFIhM2bN0MqlaJHjx5am7llKQEBwKBBwJkzkIlEEKf11U1YSmrSBFi7Nmd6RangTQkAj6FwcLkMQB9qGhcAuHcPyAUJXQWyGZmdEiBVdFzP5fnz5+zZsyf19PRYpEgRrlq1ijExMVl0sSnz9etX3r9/nwcOHOC3b9+SnU9IoT927FhOmDCBERERJMktW7Zw+PDhylLHOSHti9pkYoXSbMPNmypd4yqANt9TJRUFaAiwwPfjKr1HN29m9ZUK5EKyj3EhM1yJUp7w+5w5qQ7x7Nkzdu/enSKRiHZ2dlyzZg1jY2Mz8SI148ca9B4eHrx27RoPHTrEUaNG8fbt22n2zSm5xlIkkyqUZjc+njql0XXWhwo59xK/7t3L6ksVyIVkj2WxxGiYO0kKIB7AMADtjhxB69at02z/7NkzzJw5E7t374a9vT0mT56MPn36ZFs31/fv3+OPP/6ASCSCWCxGvXr1cO/ePbx58wazZ89OFmQolUrx66+/wt7eHnny5EHRokVhYmKCmzdv4tSpU6nu9eTLly9rLjA1PD0VKUu0Ka9/f+3J0xLfvn3D3bt3cevWLdy8eRO3bt1CyJs3CIf6aTQaQNhzEch6sp9xAZKsrafrhvn9fLSLC365fx8hefMiLCwMN27cQPny5dMdysfHBzNnzoSXlxeKFi2KKVOmoFevXllqZORyebLATZLKvZm3b9+iV69eylouUqkUBQsWxJo1a2Bubg4AePXqFby8vDB+/HjEx8fjzZs3Ke71vHz5EuHh4cpx8ufPn2I8j4ODA4oUKQJJCuURdEYujUyXy+Xw8/NLYkgePnwIqVQKExMTVK9eHbVq1cIvv/yCNmPGQPLqle6UEbzFBHRE9jQuCfj4KPz8T55MnuRSJAIcHAA3N2DIEMDJCTt37kT37t1hZ2cHiUQCb29vWFlZqTTU48ePMXPmTOzduxclSpTAlClT0KNHjxSNDEksXLgQjRs3RhUVNlzV5d69e6hcubJaMTIhISGwsLBQ6nfu3DkEBwejS5cuafYjiZCQEKXR+dHJ4M2bN5DL5QAAiUSCokWLphjTU6JECaVh0xq5JDI9ODgY3t7eSkPi7e2N0NBQAICTk5PSkNSqVQvly5dPasBHjNBZHBgkEsX/jhDnIqADsrdxSUxkJKTPnsG5Rg1MmDYNv44fn+JU3t3dHcePH4e+vj4qVqyI06dPqzULefToEWbMmIH9+/ejatWquHnzZrL+t27dwuDBg2FjYwMLCwusX79ea5H6JDF58mT89ddfGsuIj4+Hp6cnKlWqlOHU9XFxcXj16lWKMT3+/v5JEktaWVmlutxma2urXokANSqUJmYTVIxQ11FkelxcHB4+fJhkVuL3fWZgZWWFWrVqKY1JjRo10l+G1HEcmBChL6Arco5x+Y6lpSV+//13TJgwIcXzoaGhqFixIgoUKIBHjx5hwIABWL16tdrjPHjwAH5+fvj111+T3BRJomfPniCJHTt24MKFCyhSpAjmzZuHcePGwSmD/6hnz55F06ZN8fHjRxQoUEAjGTKZDGPHjsW4ceNQpEiRDOmTFiTx5cuXVF2r3759q2xrYGCAYsWKpTjrKV68eLIMA6k9sV8GUAKAM5InNA0E0A0AAUxAGsZFS0/sJPH69eskhuTOnTuIjY2Fvr4+qlSpkmRWUqJECc0yNuSSGZzAz0WOMy6lS5dGmzZtsGDBglTbXLhwAY0aNULHjh2xd+9erFy5UmspUEjiwYMHWLVqFaytrTF79mwAwOrVq3H48GHY2trizz//hL29vUbyGzVqhLCwMNy+fVujGxEVHoCoUKECHj58mKUFxWJiYhAYGJjqrCc6OlrZtmDBgkmMztg1a2D+6VOqsoshqXFRO0Jdg72GiIgI3L59W2lIbt26haCgIABA8eLFkxiSypUray9gN5fuPQnkcjLPMU071KlTh71790633dixY2lgYMBu3bpRLBbz3LlzGR47sSvvs2fP2L9/f0ZFRSmPHThwgDVr1uTp06c1kn/z5k0C4L59+zTWMT4+no0bN2bBggU1lpEZyOVyfvjwgVevXuXWrVv5559/smfPnqxbty4dCxakLB332aJIWv56AcBp6rjiikTk9zghkgwPD+fChQv54sULpX7h4eHcsmULBwwYwAoVKlBPT48AmCdPHjZq1IiTJ0/mkSNHMqc0s47jwAQEtE2OMy5t2rRhy5Yt020XExPDChUqsFy5cmzYsCEtLCyUNw5NkMlkvHjxIqVSKUnyxo0bnDRpEl+/fk2SXLduHT08PHjlyhWNx2jbti1Lly6dLKZFHY4ePUoArFGjhsYyspx799K9OSY2Lo8A/gIwTt04jx/iOzZv3kxXV1cePXqUpMJQv3r1ip07d6aHhwc3bNjAx48fK78Dmc2HYcOSxnNp+kojDkxAQFtkfVZkNbGyssKTJ0/SbWdoaIgdO3agRo0acHFxwdu3b9G6dWvcvHlTI68muVyOmzdvYtSoUXB1dYVUKkWNGjVgZ2eHq1evYteuXZg7dy5q1aqlyWXh8ePHOHz4MDZt2pSh+jHPnz+Hnp4eHBwcNJaR5ahZofQKFPstJb//HQRgIIAPAIaoMU7v3r3x/v17jB8/HmKxGG5ubrCzs8OePXvU0kcXREdHo/GFC+hga4s/Q0LUjgODRKJ4rViRLeN8BHIf2b8K1g9YWVnhy5cvKrWtUKEC5s6dizVr1mDixIl4//49unXrBplMpva4EokEEyZMwIEDB2Bra4uBAweiZ8+eWLNmDY4cOYLRo0ejVq1aoIZbWH///Tfs7OzQrVs3jfonEBAQALFYjKJFi2ZITpaiZt63IVAYksDvr18ArEM6huWHccLDw7Fz505cv34dixYtQp48eXD37l18/fpVLV10xdixY/Hy5Ut0Pn0aIh8fxWY8oDAYacCEPTdXV8Uei2BYBDKLrJ46qcv8+fOZN29eldvLZDI2atSItra23Lt3L/X09Pj7779rRZegoCCWL1+ez58/Vx5L2JeRy+Uqp1vx9/enWCzmsmXLMqyTm5sbRSIRV6xYkWFZWUFAQADX/fNPqks/AwEWBigGaA3QIYU26u65XLp0iVOnTuWAAQPo7+/PAwcOcMyYMVyyZAkbNWrEW7duZel7cvDgQQLgqlWrkp548oQcPpx0dFRcT6LrkwF8DvB58+akj0/WKC7wU5PjjMvGjRsJgHFxcSr3efPmDfPly8dOnTpx0aJFBMCtW7dqRZ8vX76QTJ77KyIigi4uLjx48GC6RmbIkCEsUKBAEucATWnSpAmNjIx45MiRDMvSFHVymMXGxvLs2bMcO3YsnZycCIASiYRvjYy0u4H948vRkSEhIdy/fz8rVKigdKI4duwYCxYsyMGDB/Pp06e8d+9elhrqN2/e0MLCgu3atUv7fY2IUOwh3bzJOG9vFjA2pq2tLbt27ZppugoIJCbHGZeEDesPHz6o1W/Pnj0EwC1btrBv3740NDTkTR1mgw0MDKSrqysBsEqVKjx8+HCKN4cPHz7Q0NCQc7S8yRofH69Veelx//59uru7s0+fPsoN8dRuhq9fv+batWvZrl07mpmZEQALFSrE/v37c9++fQwLC1M8kaubAVnVl0SikE9yx44dPHjwIEnFZ+bg4MCNGzfS29ub7du3T6J3Zif+lEqlbNCgAQsXLqx8iFGVhg0bskyZMjQzM2N0dLSONBQQSJ0cZ1xu3LhBAHz06JHafXv27Mk8efLw2bNnrFOnDm1sbPjmzRsdaPl/Ll68yPr16xMAq1WrxqNHjya5Sf3+++/MkycPQ0NDNR8k0VMr791L4mKrK3x8fLhs2TIuXLiQISEhHDNmDNevX88bN26wbNmyydo/fPiQv//+OytUqEAAFIvFdHZ25l9//cX79+8nu3FH/fefbmcuKSwVLV26lEuWLCFJhoWFsU6dOnz//r1u3kAVmDNnDkUiES9cuKB236lTpzJ//vwEwGPHjmlfOQGBdMhxxsXPz48ANPqHCwsLY9GiRens7Mx3797Rzs6O1apV08pyVHqcP3+eLi4uBBRuwsePH2dwcDDz5MnDiRMnqi8wYb3dwSHZejtFIsXx4cMV7bTMs2fP6OLiwokTJ3LKlCmcO3duEoPi5uaWxGjHxcVx2bJlLFiwIPv06cM9e/YwJCREeV4mk9HHx4cbN27koEGDWKlSJYrFYp7C/92LtTpradIkxevau3cvp06dSpIcOnQo58+fr/X3TlVu3LhBsVjMyZMna9T/1KlTBMDixYuzX79+WtZOQCB9cpxxCQ0NJQDu3btXo/6XLl2iSCTi3Llzee/ePZqYmLBr166ZsuQhl8t59uxZ1q1blwBYpEgR6uvrq7fE5++vuDkm3CjTu5ECivb+/lq7jsT7S7dv3+bevXu5bNkyjh49mkWKFGH37t2Vm+AJ72tMTIyy36dPn3j06FFOmTKFjRs3Zt68eQmAIpGI5cqVY//+/blu3To+PXGCciOjjMd1JH4ZGaX6XoSGhrJVq1bs0aMHPTw8smw5KSwsjMWLF+cvv/yi1t5iYr5+/Uo9PT22aNGClpaWmb5MKiCQ44yLXC6nWCzm6tWrNZYxceJESiQS3rlzh/v27SMAzs7EQlJyuZxHjhyhRCIhAP7yyy88depU+gYuG1VjlMlkfPDgAWvWrMlJkyYxICCAI0aM4JUrV3j58mW6uLgku57Ro0ezRIkSBEAAtLa2Zps2bThnzhyeO3eOX79+TTZOwJQp2p25qBCZ/uNSaWbutcjlcrq7u9Pc3Jz+GXwgqFy5Mlu3bk0APH/+vJY0FBBQjRxnXEiyYMGCnDVrlsb9Y2NjWaVKFZYpU4ZRUVH8888/CUC5sZsZLFmyhHp6ety8eTNr1apFAKxTpw7PnDmT8s0sm1VjlMvlPHfuHP/55x8uW7aMbdu2ZfHixZXn3dzckqRFkUqlXLx4MUeNGsXdu3czICAg3Zv2ixcvaG1tzVWFC2vn2tV0mpDL5ZRKpbx48SInTpyYKU//mzdvJgDu3Lkzw7KGDRvGkiVL0t7ensOGDdOCdgICqpMjjUu5cuU4cuTIDMl48uQJjYyMOGzYMMpkMnbs2JGmpqZ88OCBdpRMg9jYWBYpUoQ9e/YkqbiJnThxgjVq1CAAOjs789y5c/+/+WZhXqlPnz5x//79abZ58uQJ//77b/bq1Ys9e/Zk1apVOXnyZEYkcixQ9+k/KCiIJUqUYKlSpfjp06eMz9o0zKUll8u5atUqisViNmjQgEFBQRrJUYXnz5/T1NRUpdx5qrBr1y4CoIeHB21tbTOUVkhAQF1ypHGpX78+u3fvnmE5y5cvJwCeOHGCkZGRrFy5MosWLaq4memQDRs2EACf/LDZLpfLeezYMVavXp0AWK9ePd7YuVNxc8ykfQeZTMZbt25x+vTprFmzJkUiEQHw5cuXydo9efKEc+bMYYMGDXjgwAHGx8fzxo0b/Pz5c4ben69fv7JKlSosVKgQAwIC/n9Cjf0mmZ6e4nct7TddvHiRBQsWZKFChXj16tUMy/uR2NhYVqtWjSVLlmR4eLhWZL5584YJS74AeOPGDa3IFRBQhRxpXDp06MBmzZplWI5cLmezZs1oY2PDz58/89WrV7S2tqaLiwtjY2O1oGlypFIpS5UqxXbt2qWp15EjR1i1alWeAhivTcOScGNO5DH15csX7ty5kz169GCBAgUIgObm5qxTpw5btGjB2rVrc9GiRUk2l+Pj47l27VpOnz6dd+7c0dr7ExMTw0aNGtHc3Dz1WWQakekUifja0JBHihfXemT6+/fv6ezsTIlEwiVLlmh1L2b8+PHU19fn7du3tSaTJO3t7Tlq1ChaW1tz/PjxWpUtIJAWOdK4DBo0iFWrVtWKrHfv3tHS0lIZAX3t2jUaGBjQw8NDJxu5Xl5eBKBSShH548cpGofhUGQFBpKmnY8BOBSgI8DyALunY2RWDR/O2rVrK1PJ29rasnTp0rS2tmbCpnuRIkXYoUMHrewBpIdMJmPnzp1paGjIixcvqtYphRifxYsXU19fP2OxQ6kQFxfHMWPGEAA7d+6slVnG6dOnCYALFizQgoZJ6datG2vVqsWBAwfSwcEh0wNBBX5ecqRxmTx5Mu3t7bUmb//+/QTADRs2kCQ3bdpEAFrJ9ZUYuVzOKlWqsFGjRqp1SCVK/RLAN0he02QUwGH4f0r2D2kYljiAy/X0mC9fPuXSl4mJCevVq8fx48dz//79fPv2rVavPy3kcjlHjBhBkUiUoXo2JPn27VuKRCJu2rRJO8qlwN69e2lmZkYnJyf6ZGCG9PHjR9rY2LBp06Y62RNZtWoVJRIJDx06RACZsqcoIEDmUOOyePFimpiYaFVm3759aWZmpqz5MmbMGIrFYp45c0ZrY5w8eZIAVC9c5uCQ5swjsXGJBJgH4Fc1lscC9fXZp08frlmzhvfu3cvSWIi5c+cSQIZczBNTr149Nm/eXCuyUuPZs2csW7YsTU1NuWfPHrX7y+VytmjRggUKFFA7nZGqPHjwgAB4+vRp5s2bl9OnT9fJOAICP5Ijjcu2bdsIQKuR9eHh4SxRogRr167N+Ph4SqVSNm/enPny5UuS9TgjHDhwgG3btlVtaSI8PPl+QhrG5cH3vycArAbQGeDZ9AzMD9UYs4qEZKTTpk3TmsyVK1dSLBZn2LkgPSIiIti1a1cC4MiRI9UKelyyZAkB8Pjx4zrTTyqVMm/evJw9ezb/+OMPrRlvAYH0yJHGJWEGkFAFUltcu3aNenp6nDlzJklFxHbp0qVZpkwZRTLFDBIfH6/6mrea1RjvfN8j2fL977sALQEGpWdgfqjGmNkcPXqUYrGYAwcO1Op+QFBQEPX09Lh27VqtyUwNuVzOZcuWUSKRsG7duiotJ967d48GBgYZdqlXhb179ypjjtT6DgoIZIAcaVz+++8/AuDdu3e1LnvKlCkUi8XKDffnz58zX758bN68eeaWt715Uy3j8hmgHkBpovPVAZ5Jz7joMDN0ely/fp3GxsZs166dTpbkGjVqxIYNG2pdbmpcv36dhQsXprW1dZoR8ZGRkSxTpgwrVarEmJgYneuVVWWZBX5uclwlSkBRjRKAyhUp1WHatGmoUqUKevTogaioKJQsWRJeXl6wsbFRu4IlSc0VUbMaoxWARgBOff874PvLScvjaIunT5+iVatWqF69Onbu3AlJOhUVNaFr1664ePEigoKCtC47JWrXro27d++ifPnyaNy4MebPn5/id2D06NF4/fo1du/eDcNMeP/FCdUoBQQyk6y2bpoQERFBQDspMlLC19eXJiYmHDRoUJLjqnrzvHz5Mtnae+IKlSoREZHqnktq1RhfAmwAhRtyRYD7sumey5s3b2hnZ8fy5csnyY6sbYKDgymRSLh8+XKdjZESUqmUkyZNIgC2a9cuyZLq3r17CYDrtZjnTVPCwsJ48uRJHjlyhPfv389qdQRyGSIyI4/XWQNJmJiYYP78+Rg+fLhOxlizZg0OHDiAo0ePqvV06eXlhR07dsDNzQ0VKlRA1apVYWxsrJkSjo7Ay5ea9VVVvp+f7uSnQGhoKFxcXBAREYHr16+jcOHCOh2vRYsWiIiIwJUrV3Q6TkocPnwYvXv3RoECBbB//37ky5cPlSpVQuPGjeHl5QWRSJTpOiUQGxuLhQsXwszMDFKpFCdPnsT8+fNRtWrVLNNJIHeRI5fFRCIRrKysdLIslsCgQYNw+vTpVJdrYmNjUzy+fft2lC9fHvny5cPFixexbt06/Pfff3jw4AHWr1+vnhItWgA6WC4CoJDr5qYb2akQHR2NNm3a4MOHDzh16pTODQugWBq7evUq3r59q/OxfqRt27a4ffs2TExMUKtWLTRt2hTm5uZYt25dlhkWLy8v+Pn54ciRI/j48SMGDhyIsWPHolGjRjhz5kyW6CSQO8mRxgWAzo1Lwj9/auvVmzdvxokTJ5Ici4mJwcKFCzFz5kw0b94cTZo0gZGREW7evIl+/fqpr8TgwYBUqn4/VZBKgSFDdCM7xeGk6Nq1K+7cuYPjx4+jTJkymTJu27ZtYWBgAC8vr0wZ70ccHR1x48YNlC5dGr6+vqhSpQpMTEyyRBcA8Pf3x+HDh2FnZwepVIqXL1/i+vXrkEqlcHV1zTK9BHIfgnHRkFq1amHBggUICQlRHhs6dChEIhHEYjHMzc1RpkwZDBo0CI6OjiCJ/v37qzdI2bJAkyban71IJAq5Tulu92sFkhgyZAiOHz+OvXv34pdffsmUcQEgb968cHNzw549ezJtzB+5e/cuHj16hFatWuHkyZOoV68eXr9+nSW69OrVC0+fPsWZM2eQN29eTJ06FQcOHICRkRGMjIwQFxeXJXoJ5D5y5J4LALi7u+PTp084d+5cpownl8uhp5fUFnfo0AEWFhZYv349SOLGjRuoU6cOJk+ejNDQUOTLlw+1a9eGhYUF3rx5g65du6o/cECAwsjExGjpSgAYGQE+PkDx4tqTmQbTpk3DrFmzsGnTJvTp0ydTxkzMrl270K1bN/j7+6N4Jl1zAqGhoahcuTLs7Oxw8eJF3L9/Hx07dkRkZCR27tyJpk2bZqo+APD582cEBwdj+fLlMDU1RXx8PLy9vVGkSBG4uLhg2LBhma6TQO5DmLmoiJ6eHiIjI7F//35s374dzs7OKF68OMzMzHDjxg2IRCLUqVMHGzZswLdv39C/f380btwY58+fh5OTk2aGBVAYgOXLtXsxK1ZkmmFZtWoVZs2ahXnz5mWJYQGA1q1bw9jYONOXxkhi0KBB+Pr1K3bs2AGJRILq1avjzp07qF69Opo3b45Zs2ZBLpdnql5GRkZYvXo1Hjx4AAB49+4drl27hhUrVmDjxo2ZqotALibL/NQyyJ9//klbW9tMGevdu3ecO3cuK1euzMmTJ3PRokXKlB1Pnjxh+/bt+eTJE8rlckZFRSWpQdKnTx/tuJ1qqxKlmtUYM8LevXspEok4cuTILI8K79SpEytXrpypY3p6ehIAvby8kp2TSqX8888/KRKJ2KJFCwYHB2eaXq9fv2aTRCUXJBIJX758yYMHD3LMmDGZEtgpkPvJscZlxYoV1NfXz7Sb1t69e5UZARJHPEdERLBXr14cNWoUyaRxLNHR0axUqZL28ltlUTVGTbhw4QINDAzo7u6eLSog7tu3jwDo6+ubKeM9ffqUJiYmHDBgQJrtTp48SQsLCxYrVkyrdXHSo0aNGrx+/Tq9vLw4adIkjhs3jg0bNuTNLMzYIJC7yLHGZffu3QTAr1+/Zuq4CYYlPDyct2/f5j///MMJEyYk+6eUy+U8ffo058+fr10F/P0Z5+pKIlG1xVRecQm/a6kao6rcv3+f5ubmbNy4sc6KrqnLt2/faGZmpswbp0tiYmJYuXJllilThpGRkem2DwgIYLVq1WhoaEjPTHoAOHXqFHv27ElXV1feuXMnWzwACOQucqxxOXv2LIHk5Xd1SXh4ODdu3MigoCCePXuWEyZM4KJFi1ItiyyVSnWSM2vdunUsJxIxol8/0tGRspQi7x0deaBIEfaoVk3r46fFp0+faGNjw6pVq2qtXK+26N69O8uWLavzcUaNGkUDAwPeUyMpaHR0NAcOHEgA7NevH799+6Y7Bal4+Plx1i+TyQQjI6A1cqxxuX//PgHVKjpqk6lTp7JOnTqcNm0ajx49qjyemXsKzs7OyjLPkZGRNAVYCWDYqVPKaowkuWvXLgLg06dPM0WvhPdg/vz5DAoKypQx1eHIkSMEwEePHulsjBMnThAAFy9erFH/TZs20cjIiFWqVMmUByeZTCYkthTQCTnWuMTHxzMsLCzTN4plMhlr1aqVZJP+x7xhx44d09kG7YsXLwiAO3bsIEn6+fkRAI2MjJK9FzExMbS0tOTYsWN1oguper617EBMTAzz5s3LKVOm6ET+hw8fWKBAAbq5uWXoe3nv3j06ODgwX758SR5gtEni7+yNGzcEAyOgdXKsK7JEIkHevHkzPY2Gnp4e1q5di5IlSwJQuJuKRCKQRFxcHJYuXYrVq1ejRIkSePXqldbH37ZtG/LkyYN27doBAD58+AAAKFSoULL3wtDQEL169cKWLVtSTVejCd7e3jh27BgAxfvBHBIqZWhoiPbt22PPnj1a11kul6N3797Q09PD5s2bM/S9rFy5Mm7fvg0XFxe0bt0aU6ZMUTsjd1pIpVJlEOeTJ09Qu3ZtnD9/XmvyBQQA5FxX5OyEXC5nWFgYS5YsyUuXLvHr1690cnJiqVKltJr1Vy6Xs3jx4uzXr5/y2J49ewiArq6uKfbx8fEhAI3K8KbEzp07Wbt2bXbv3p2urq7qZ3vOYv79918C0Lpn1sKFCwmAp06d0ppMmUzGuXPnUk9Pj40bN051b09dWrRowQ4dOpD8/3dq8ODBWpEtIJBAjp25ZBfkcjn++usvNG7cGAUKFICLiwvMzc1x5MgRfP78GV27doVUS/nBrl69ioCAAPTq1Ut57P3799DT00s18tzJyQl169ZVP2lmCkRHR+PKlSvYsGEDtm/fjgoVKuD06dMICgrK0gy/6tCwYUNYWlpqNR3MnTt3MGnSJIwbN06rEfd6enqYOHEiTp8+jQcPHqBatWq4detWhuVWrlwZV69eVc6627dvj4MHD2p1diQgkGuMS1xcHD59+oTQ0NBMH3fdunW4ffs2xo0bp7zJOjo6Yt++fTh37hzGjx+vlbG2bt2KYsWKwcXFRXnsw4cPEIlEKFq0aKr9PDw8cPbsWfj7+2s89uvXr3Ht2jVER0dj79698Pb2xrZt23DmzBm0atUKd+7c0Vh2ZqKvr4+OHTvCy8tLK0tjkZGRcHd3R8WKFTFnzhwtaJicRo0a4e7duyhcuDBcXFywatWqDOlet25dfPz4Ufl9aN++PT5+/IibN29qS2UBgZxtXHx9fSGXy/H+/XssWbIE69atwz///IP169dn2lOYkZERbG1tASj2IhLTsGFDLF26FEuWLMlwWo3o6Gg8fvwYEyZMSJLj7M2bN5DJZLC3t0+1b6dOnZA3b15s2LBBo7E/fPiADh06oHDhwti0aRP09PRw9uxZjB8/HgsXLsTgwYPh5eWltRmarunSpQsCAwOTfV6aMGLECLx//x67du2CgYGBFrRLmSJFiuDSpUsYPHgwhg4dip49eyIqKkojWbVr14ZIJMLVq1cBAL/88gtsbGxw4MABbaos8LOTxctyGcLZ2ZnR0dEcPnw4//nnH/r5+dHX15eurq58//59puhw584dAmDnzp0pEol4+fLlJOflcjkHDRpEfX19XrlyReNx3rx5k+LxgIAAnjp1iu/evUuz/2+//cZChQppFHezb98+HjhwgG/fvuXcuXM5a9Ys9ujRg/369WNcXBxbt27NVatWqS03q5BKpbSxsVFmVdCUBFfvTZs2aUcxFdm5cydNTExYvnx5jTMOlC9fPkn2gCFDhrBYsWI5Zu9MIPuTo41Lp06d+PTpU/bu3Zs3btxgTEwMg4KC2Lx5cz579ixTdOjYsSMdHBwYExPDunXrsmjRoknK2pJkXFwc69evzwIFCjAwMFCjcdJyFU0pIO5H7t27RwA8fPiw2mMfP36c7u7ubNGiBb28vHjy5Em2bNmSdnZ2HDp0KCdMmKC2zKxm2LBhLFy4sMau1P7+/jQ3N2fXrl2z5Ib8+PFjli5dmnny5OH+/fvV7j948GA6OTkp/z5z5gwBKFMcCQhklBxtXI4ePcq5c+dy7NixbNu2LSdOnMjp06fzxIkTOomM/5Fnz55RJBJx7dq1JBU3nDx58rBXr17J2n7+/JnFixdnpUqVGKFm3XptxZJUq1aNrVq10qjv33//zcaNGzMqKookee3aNe7atSvHJjm8evUqASSbaapCfHw8a9euzWLFiiV7kMhMvn79yo4dOxIAx48fr9Z3fvv27QTAL1++kFQ8AOXPn19nMUACPx85es+lSpUqcHZ2Rt26ddGsWTMUK1YMjRo1wqdPn/D48WOdj//333/DxsYGvXv3BgAUL14cy5cvx9atW7F3794kba2srHDkyBG8fPlSGSOiKj/WkSEJuVyu9qauh4cHTpw4oVHJ31atWsHOzg7Tp0/H+/fvcezYMdy4cQOGhoZqy8oO1K5dG0WKFMHu3bvV7jtjxgx4e3tj586dyJs3rw60Uw1zc3N4eXlh0aJF+Oeff9CoUSMEBQWp1Ldu3boAgOvXrwNQODq0adNG2HcR0B5Zbd0yQt++fWlnZ8fz588nOT5x4kQuXbpUp2O/evWKEomECxcuTHJcLpezY8eOzJ8/P9++fZusX3p7Iyn10RZfv36liYmJ2skbE5Z9Xr9+TU9PT3bt2pUDBw5UzmJyKmPGjKG1tbVaT/wXL16kSCTi7NmzdaiZ+ly+fJk2NjYsVKiQSnt7crmchQsX5u+//648dvjw4UxNFySQu8mxlSgBRR37q1evomjRooiIiECHDh1Qq1YtTJs2DWKxGNOnT9fZ2CNHjsS2bdvw+vVrmJmZJTkXHByMChUqoFy5cjh16lSymUdKJFS67NKlC4oUKYJFixYBAD59+gRra2tlu9jYWGzYsAGhoaGws7NDhQoVULRoUVhYWKikd//+/XHu3Dn4+/urpFdMTAz8/PxQtmxZiMViAMDXr19hbGysU++ozMDb2xu1atXC2bNn0ahRo3Tbh4SEoFKlSnB0dMTZs2eV70d2ISgoCF26dMG1a9ewYMECjBo1Ks34oy5duuDt27e4du0aAMV3a9WqVWjevDmcMqkEtkDuJUcvi+nr68POzg5Tp06FnZ0dtm7dirlz54KkMj2KLvj8+TPWr1+PESNGJDMsAGBpaYnNmzfj7NmzWK5CFUmSyhu9paUl7t27h/DwcACK5bQE3r9/j4kTJ0IulyM4OBhLlizB5MmTsX37dsSoWAbZw8MDr169wpkzZ9JtK5PJ0KNHD9SrVw9hYWHK43nz5s3xhgUAatSogeLFi6sUUEkSAwYMwLdv37Bt27ZsZ1gAwMbGBmfPnsXo0aMxZswYdOnSBREREam29/DwwIABA5SVMA0NDTF8+HCULl06s1QWyM1k6bwpgzx69EiZwJFUuOtu3ryZDx480Om4kydPpqmpqXIzNDVGjhzJihUrpuvpRSpcin/77TcuWLCAr169IkmGhoZSJpMp25w+fVqZtoMkr1y5whkzZvDo0aMqJ6eUy+UsX758EjmptRsyZAj19PQ08jDLKUycOJHly5dP1+NLJpNx0qRJPHjwYOYolkH279/PPHnysHTp0nzy5EmKbeRyOePi4jJZM4GfhRxtXBKTWe6gX79+Zd68eTlmzJh023779o1z585N1dsrJiaGnz9/pq+vL/v06cO1a9cyODiYUqmUly9fpqurK2NjY5XXdvv2bXbo0IHLly/nnj17OG7cOK5atYr//fcfhwwZovI1LF26lBKJJM20+DNnziQA7ZRozsbcu3ePV65cUckjL6fFgDx79ozlypWjmZlZug9CqRIRoSjjcPNmknIOAgLpkWuMSwK6vgHMmzePBgYGKm+8BwUFpfp0ePXqVdrb27Njx448e/ZssiSX8+fP5/Xr15McCwgI4ObNm7lw4ULu3LmTYWFhPHjwoFpGIDg4mIaGhvz7779TPL9u3ToC4KxZs1SWmVNJK0YopxmTlIiMjFTruxEdHc1Ib29y+HDSwUFReO7HQnQODorzqcyIBATIHL6hDwBRUVGIi4tD/vz5dT5WdHQ0ihcvjjZt2mDdunVakbl48WIcOHAAV65cSXbu06dPiIqKUialnDt3Ll68eIHixYvD2NgYv/zyC/bu3YuKFSuiX79+ao3bo0cPeHt7w9fXN8mm76FDh9ChQwcMGTIEy5cvzzEJKbXFf//9h7CwMDRp0gTA/0sq5GT43XU9vX2iM+vWocTff8PB3x8ykQjitG4NEgkglQJNmgBr1wKpJE4V+HnJ8calTp06KF26NDZt2qTzsVavXo1hw4bB19cXjo6OKvdL2DBNzTtry5Yt8Pf3R6lSpRAeHg4rKys8ffoUhoaGGDRoEPLlywdAUctl5syZcHJyQo0aNRAZGYlDhw4hIiICe/fuVcYuqMKlS5fQoEEDXLx4EfXr1wegyLrcpEkTtGrVCrt3786Wm9a65ODBg1i5ciWMjY0hlUpx6NChHBvHoyr//vsvatasidfTpqHsmjWQANBTJy+fRKJ4LV8ODBigMz0Fch453ri0adMGJHH06FGdjiOVSlGyZEn88ssv2LVrl9r9Y2JiIJFIIJFIUjxfrVo1GBgYYOjQoYiLi4NcLkfBggXRqlUr5ZNzfHw8nj9/jmfPnkEsFqNdu3bo27cvZs2ahSJFiqilD0mULl0aNWvWxPbt2/H48WO4uLigcuXKOHnyJIyMjNS+xpyMVCqFu7s7Jk+ejMqVK2P06NGoUqUKTE1N0aFDh6xWT2f07dsXU0QiOGzaBALI0Bxt9mxg8mQtaSaQ08nRrsiAwlX3y5cvOh9n9+7dCAwMxMSJEzXqb2RkhNjY2FQzB587dw4FCxaEnZ0d+vXrhwEDBqB169ZJlmT09fVRrlw5VK1aFb6+vli6dCnev38PfX19tfURiUQYMGAA9u3bh4cPH6J58+YoWrQoDh069NMZFkBR2dTGxgY3b96Ej48P1q1bh2/fvmHFihX4+++/s1o9nTHC1BQO32f9GV78mzIF0DDztkDuI8fPXH7//XccPHgQfn5+OhtDLpejQoUKKF68uNqpW34kNjYW+vr6KS6R3b9/Hxs2bMDs2bNVSivi6+sLX19ftGrVSqWAyB/5+PEjChcuDCsrKxgbG+P69esoVKiQ2nJyOps2bUJkZCTevHmDt2/fomLFinj//j2WLVsGf39//PHHH1izZo1yeTLXEBAAli0LxMRk3LAkYGQE+PgIezACSHmNJgeRGTOXo0ePKp9mM0p8fHyqM43KlSsnMSwJUfupUbp06QwFvJmZmSFv3rz48uULnjx58lMaltu3b2Pz5s0YOHAg8ufPj+7duyM2NhZ9+/bFqVOnsGbNGtSpUyf3GRYAGDQIIm3X4JFKgUGDgNOntStXIMeRK5bFwsLCEB8frxP5JPHXX3+hXr16am2Yp4aZmRkCAwNTPZ9gWGQyGeLi4lKNpM9oMbT4+Hh06dIF3759g0wmy/QKntmFzZs347fffkP37t3x5csXZdVOMzMzHD9+HI0bN9ZaJdFshY8PcOaMwhhoE6lUIffpU+3KFch5ZIkDtBZJSLaXVkBgRjh37hwB8OTJk1qVe/fu3VQj9+Pj4ymXyzl37lxKJBJevHgxWZvZs2czT548PHfunNpjy+Vy9unThxKJhCdOnGDRokXZr18/teXkBr59+6b8fcSIEVyzZg1fv37NlStXZmk6fZ0zfDgpkSSNYUnh1QRgBYCVADoDvJtOewIKucOHZ/UVCmQxOd64XL9+nQD4+PFjnchv1KgRq1SpovWAupiYGPr4+CTLyCuVSpVVJ+Pi4ujq6kpLS0v6+/snade7d28C4P3799Uee+LEiQTA7du3k1RE45uYmPDr168aXk3ORyaTKTNWf/v2jXXq1MndhbMcHNI3EgBDE/1+AGBFVYwLQDo6ZvUVCmQxuWJZDIBO9l28vb1x7tw5TJo0SeuBdAnxE69fv05yfOvWrcoklPr6+ti7dy/y5cuHNm3aJElC+OrVKwCAvb29WuMuW7YM8+bNw8KFC9G9e3cACnfUmJgYjVyscwt6enqwtbUFoMh43ahRI1SpUiWLtdIRERGAv79KTfMl+v0r1PAoe/kSiIxUTy+B3EVWW7eMEhISQgDct2+f1mW3a9eOpUqVSjPxZEZZtWoV3d3d6evryz/++IN169ZN1ubJkyfMkycP27Ztq8yBVapUKYrFYrVmVLt27aJIJOK4ceNS1MPPz0/zC8mh/JhTLCQkhKtXr84ibTKJe/dUm318f/UEWOT766Ea/XjvXlZfqUAWkuONi0wmo1gs1voN4cmTJwTADRs2aFXuj8hkMjZq1Ig2NjZJSib/yLFjxygSifjHH3+QJC0tLZk/f36Vxzlz5gz19fXZo0ePFJM0yuVyrZVTzkn4+/vT29s7iZHODTnF0uTmTbWMS8JrM0A3dfrcvJnVVyqQheR4V2Q9PT1YWlpqfVls3rx5KFKkCHr06KFVuT+ip6eHzZs3o1SpUhCJROjUqVOK7Vq2bIl58+ZhwoQJKF++PCIiIlReErt79y5+/fVXNGrUCBs3bkzRvVkkEuX4HFrqQhLFixdH0aJFk1x7Tn0fSOLLly94//59ste7d+/w/v17LFmyBLWNjaFJYp/eAAYDCAZgqUqHXJ46RyBtcrxxAbQf6xIYGIidO3di0aJFmVIUKyGQ8c2bNzh27Bh69uyZYrvx48fj8ePH6Nu3L+Li4pR7BGnx8uVLuLm5wcnJCXv37tUomj8+Ph7v3r1DsWLF1O6bnUkwIikZ2/j4eIjFYo2CU7UNSYSHh6doLH58JXbJF4lEsLa2hq2tLWxtbVG1alVcvnwZeV1dUV4kgiid+OkwAN8AJHzLDkFhVFSqeSoSAWrk3xPIfQjGJQUWLFiA/PnzY0AmJeK7f/8+3rx5A1dXVwwdOhQuLi4p3shFUVFYP3QoePMmHvn5wS6dTNAfP35E06ZNkTdvXhw/fjzFqpmqEBMTg5EjR8LLyyvXJ3JM4NKlS/jw4UOqhl5bfPv2DR8+fEjVWCQc//btW5J++fPnVxqNUqVKwdXVVfl3wsvGxib1h4kSJRSb7mnwFUAnANFQBMQVAHAMKm7qOzgAGn7fBHIHgnH5gY8fP2Ljxo2YPHkyTE1NtSIzPbZu3Qpra2t4eXmhevXq6NmzJy5evKjISuzjA6xZA5w4Afj7w5DEtu/95IcPQ+7gAL2WLYHBg4GyZZUyw8PD4ebmhujoaFy/fh0FChTQWL88efLA3t4e+/btU3qY5QTCw8Px6tUrFC5cGBYWFti1axfu3LmDgIAAjBgxAvXq1Ut1CSwwMBCDBg1CkyZNYGNjo/bYcXFxCAoKStVYJLwSl48GABMTExQuXFj5qlGjRhKDUbhwYRQqVAjGxsaavCX/p0ULYPXqNIMoiwLw1kS2RAK4uWmqmUAuIcfnFgOAQYMG4c6dO7h9+3aGZU2aNAkrVqzA69evM6VGTHx8PAoXLowePXrgn3/+weXLl9GgQQOsHDcOQ+7fV0Q7J9TOSAVKJIo0Ht9ra8Ta2qJly5b477//cOXKFVSsWFFlfYKCgmBgYIB3797h7du3KFGiBIKCgrBlyxZ8+fIFR44c0cJVZw4DBw6Ep6cnPD090a9fPxw6dAjh4eGwtLTEzp07MWbMGFSrVi3FviEhIShYsCAWL16MYcOGKY/LZDJ8/vw53eWpT58+JZFnYGCQbGaRYCwS/50nT57M2fPx8QHKldOtfCcn3ckXyPYIM5dEhIWFYeXKlfjtt98yxbAAwKlTp/D582f06tULAFCvXj3sbd4cLRYsAMVixRJEOik6lPmhLlwAy5bF5vLlceXhQ5w6dUotwwIonvbHjx+PkJAQNG3aFAcOHMCHDx/QokUL+Pn54fXr12rH1mQFcrkc69atQ/ny5WFoaAipVIp27dopz9+8eRORP8RhkMTjx4+VBqJEiRL466+/cO7cOaUhCQoKSpJ6R09PDzY2NkpDUbt27RSNiKWlZfZyFChbVvEwcuGCdlPASCSAq6tgWAQE45KYVatWIS4uDqNHj9aCVqqxdetWVKxYEZUrV1YcmDMHHU6eVNTWUDd/mFQKSKUYdPs26rq7o3yDBmrrU6pUKSxbtgxFixZFXFwcYmJiYG5uDgBYv349PD09MXPmTLXlZjYJN3IjIyN8/PhRWbDt1KlTGD9+PFxdXZMFSYpEItSsWVMZxJonTx5EREQgLCwMFSpUQLNmzZLNNqytrXNuUbW1a4GyZUGpVHtZkSUShVwBgaz0g9YWW7duJYAkeaLUJSoqilZWVhwyZIgWNUubkJAQGhgYcOHChYoD69drFH+Q6svTU+v6NmnSJNvEgURHR9Pf359Xr16ll5dXkmDXBB0PHDjAadOmMTw8nCT59OlT7tu3jxMmTOD06dNJJg2kvHPnDgMDAxkTE8OwsDAaGBhw0aJFmXdRmUz8mjXZ+jsnkHPJNTMXAAgODla7ImMCGzZsQGhoaKZmwPXy8oJUKkW3bt2AgABg+HDtDjBsGNCwoca1Ne7fvw8zMzNYWFjg0qVLcHJyQnx8PLZu3YrevXtrV9dESKVSfPz4MV0PqpCQkCT93rx5o/z8E2YudnZ2uH37NvLkyQMAKFOmDMqUKQMzMzNs2bIlSVsAqFq1qvJ3Q0NDtGjRAnv27MGYMWN0dr1ZhUwmQ8+LF1FSLMbMDGTZJr57kM2ZA/Tvry31BHI4ucq4fPnyRSPjEhcXhwULFsDd3R3FM7HI0datW9GsWTNFHZWmTXWT/lzD2ho9e/ZEZGQkypcvj3PnzsHR0RH+/v6Qy+XJ3GJVRS6Xpxjk96MR+fjxI5jIz0QikSTZv2jQoEGyjXBbW9sUC6yFhobi7t278PLyQsGCBXHkyBGEhoYiOjoa48aNA5B20GSXLl3g7u6OgICATP1u6BqSGDx4MLy8vLB3714gJETxcPN9aVVlORIJ4kkMI+FeuzZcdaizQM4iV3iLBQQEoESJEjhz5gwaN26sdv/Nmzejb9++ePz4Mcrp0oMmEX5+fihVqhR27dqFrhUrZjvPnejoaBgbGyMwMBC2trYwMDBAeHi4cv8lMSTx9evXdD2oPnz4kCzIr2DBgil6TSX2prK0tNQomDE4OBju7u6QSCSoVKkSGjdurHRNtre3h5MK70lkZCSsra0xffp0TJgwQW0dsiMkMXbsWCxevBhbtmxROpMgIEDxMHLmDOIBpBlum+DB2KQJ4lesQIuhQ3Hnzh3cunULJUuWzISrEMj2ZOWanLYIDw8nAO7atUvtvlKplKVLl2bbtm21r1gaTJ06lebm5op9olRqawwHWFSx6sB7iY4XBVgKihoblQDuTmsNPAO1NRLvrSTez4iLi2N4eDgbNmxIBwcHGhsbE9/1THhZWlqyQoUKbNasGfv27cvJkydz5cqVPHToEL29vfn27dtk5QayK506dWLlypWzWg2t8eeffxIAV6xYkeL5iW3acCnAyEKFSJEoyfdJDjBQX1/xnfLxUfYJDQ1l6dKlWapUKYaEhGTWpQhkY3KFcZHL5TQwMODy5cvV7rtv3z4C4M1MTLInk8lYrFgxDhgwQHEgldoalwC++W5MfjQu99IyKD++UqitERsby8DAQIaEhKiUsFImk1EqlTI+Pp7Hjx9n9+7d2b17d/7+++9csmQJvby8ePXqVfr7+zM6Olrbb1mWsn//fgKgr69vVquSYf755x8C4Ny5c1M8L5fLaW9vT2NjY0WS1IgI8t493l+7lpUALpk9mwCUNYcS4+fnRwsLCzZs2JBxcXG6vhSBbE6uMC4kaWtrq/T+URW5XM6qVauyYcOGulEqFS5evEgAvHz5Mhkenuzp8MdXRo2LHOBvvXrRzc2NlSpVopWVlXKG0a5duzR1TZhdxMbGMiYmJjPenmzHt2/faGZmxlWrVmW1Khli/fr1BMBJkyal2ubBgwcEQGdnZ9arV095/O3btwTAHTt2UCQScdOmTSn2v3jxIvX19Tlw4MBs41UokDXkig19AChQoAA+f/6sVp8zZ87g7t27qdap1xVbt25F8eLF4ezsDDx4oDABatILCutQE8A8KPI+pYYIwNc7d2BYsiTq1q2bbH9DJpNBT08vxY3twMBADBw4EFu2bIGdnZ3aemYV2kw8aWxsjKdPn2rsiZgd2LNnDwYOHIihQ4dizpw5qbY7cuQI8uTJgzZt2mDatGmIi4uDgYEBChUqBH19fYSGhqJq1ao4c+YM+vTpk6x//fr1sWbNGvTv3x9OTk4YNWqU7i5KIHuT1dZNWzRq1IidO3dWq0/9+vVZo0aNTH3CioqKYp48ef4/y1KhtsaPM5VX33/GAfwdqtXYkF67ppG+4eHhNDU15Z9//qm9N0GH+Pr6cvTo0YpZoRbJyU/hR48epUQiYa9evdJdAq1evTo7depEb29vAuCNGzeU5xwcHDhu3DhOnDiR1tbWacoaP3489fT0ePz4ca1dh0DOItcYly5duqi1vHXt2jUC4IEDB3SoVXJ27NhBAHzx4oXigApVAdNaBnsP0EwF47KkTx+NdR4wYADt7Ox0WpFTG8TExLBq1aosVaoUIyIislqdbMH58+dpaGjIX3/9NV0HioSlr+3btzMuLo4mJiZcsGCB8nyjRo3YsWNHnjt3jgB4//79VGVJpVK2adOGefLk4cOHD7V2PQI5h6wvVqEl1E0BM3fuXDg5OaFt27Y61Co5W7duhbOzMxwcHBQHHB0VtS9UJAqKOhsJ7AKQXqV3Api8eTO2b9+ulq4JeHh44M2bNzitQbxMZjJ58mQ8evQIu3bt0ri8gCrI5XKEhobi5cuX8Pf3R0REhM7Gygi3bt1C69atUb9+fezatQsSSdqr4MeOHYNYLIabmxv09fVRq1YtXL16VXm+WLFiCAwMRN26dWFsbJzm90EsFmPHjh0oUaIEWrdunSyRp8BPQFZbN20xffp02traqtQ2YdNyy5YtOtYqKe/evaOenh7XrVuX9EQq3mIDARYGKAZoDdAB4EuAlQFWAFgeYBuAAenMWp5/37wXiUTs3Lkz9+/fz0+fPqmst1wuZ4UKFfjrr79q+R3RHv/++y8B/D+Vjo6Qy+XcsWMH27dvz759+7JNmzacNm0a//vvP52Oqy4PHjxg/vz56ezszMjISJX6uLm50dXVVfn31KlTaWVlpVwS/Ouvv1irVi2S5JIlS7hjx450Zb5+/Zo2NjasXbt2rvMiFEibXGNcli9fTgMDA5XWxt3d3Vm0aNFMd5ecP38+DQ0NGRoamvREKnEu2njJJRKG9e7NdevWsUCBAhSLxUpPMScnJw4ePJg7d+7ku3fv0tR92bJllEgk/PDhg+7eIA35+PEjCxYsyKZNm6rkVq0pQUFB7Nu3L4cOHcrVq1dz3Lhx3LlzJ0+ePMm+ffvqbFx18fX1ZcGCBVm1alWGhYWp1CciIoIGBgZcvHix8pifnx937tyZolGQy+WMjY1V6f/t1q1bNDIyYvfu3XP03pWAeuQa47Jr1y4CUCYoTI0XL15QT08v1QAyXSGXy1muXDl26dIl+cknT3RiWJSv78FuHz58YJEiRVixYkVu2rSJgwYNYpkyZZTGxsHBgf369ePmzZsZEBCQ5EYQEhJCIyMjzps3L7PeMpWQyWR0c3OjtbW1zg3fxYsXkyQ2PXjwIIcNG0aS2Sa55atXr2hnZ0cnJyd+/vxZ5X4J8V4vX75UHpPL5VoLdN29ezcBcNasWVqRJ5D9yTXG5cyZMwRAf3//NNsNGjSI1tbWGcqgrAl37twhgNS9Z5o00f7sRSJRyE3E3bt3aWxszK5duyqNx8ePH7l3714OHz6cFStWpEgkIgDa2dmxR48eXLduHX19fdmjRw86Ojpmq6fPxYsXEwBPnDih87E+ffpEJycn3rp1i8ePH+e0adP44MEDXrlyhVu3buXXr191rkNafPjwgY6OjixevDjfvn2rVt9evXqxfPnyOtJMwYwZMwiAXl5eOh1HIHuQa4zLvXv3CIDe3t6ptnn37h0NDAxSjU7WJSNHjmTBggVTfxL09yeNjLS3HAYo5KVgbL28vAiAc+bMSVGV4OBgHj58mGPHjmX16tWpp6dHALSwsCAAjhgxgo8ePdLpEpQq3L17l/r6+hw9enSmjfnff/9x9uzZ7NGjBxs2bMhatWqxQ4cOHDt2LMeMGZNpevxIcHAwK1SoQFtb2ySzD1WIj4+npaWlIiJfh8jlcrq7u9PIyCjN/1OB3EGuMS5v3rxJ9wl23LhxNDc3V3kdWlvExcWxQIEC6d98tFzP5YaHR6pDTZs2jQB46NChdPUPDw/nv//+y4kTJ9LY2Fg5s7G0tGS7du34zz//8Pbt25nqqhwZGcnSpUuzSpUqmZo5IDAwUOmQMW7cuCRLT1WqVMmSWV14eDhr1qxJKysrPnnyRO3+ly5dIgDeunVL5T7fvn3jly9fGBQUpNZY0dHR/OWXX1ioUKEUU8gI5B5yjXH59u0bAXDr1q0png8ODqapqanOn85S4siRIwTSjgtQMnu2VgzL3ipVCCDVvQCZTMYOHTrQ1NRUrTiEBQsW0MDAgAcPHuT06dPp6upKIyMjAqC5uTnd3Nw4b948Xr9+XacOE/3796eJiQmfPXumszFS4uvXr2zWrBnlcjlbt27NV69eMTAwkEuXLk3uBZgJfPv2ja6urjQ3N+edO3c0kjF27Fja2NioNBP99u0bjx07xr/++otubm4cMWIEu3TpwtOnT6v8cBEUFER7e3tWrlxZiEfKxeQa40KSpqam/Oeff1I8N2PGDBoZGfHjx4+ZrBXZsWNHVqpUSfUO69eTRkaUppNzLMU9FiMj0tOTcrmckyZNIgCOGTMmxRtHZGQkx48fz+fPn6t8Y/j06RP19fWTeBXFxMTw6tWrnDNnDps1a0YzMzMCoImJCRs1asSZM2fy4sWLWnNFTVjW88yiqod9+vThvn376OHhwcKFC9PKyopDhw7lq1evMlWPuLg4tmzZkiYmJrx69apGMuRyOR0dHemRxiw3MevXr2efPn24efNm7t27l+3bt+eFCxc4aNAgtZa6Hjx4QDMzM7Zr1y7Ll1cFdEOuMi5OdnZc3r+/IqXKvXuKjK5UuFlaWFhwuIap5zNCcHCwRqVyX5w5w1OJjUZ6RgVQbN7/sMeyfPlyikQiuru7MzY2NsWxEv65VV3S6dSpE8uWLZtq+/j4eHp7e3PBggVs3bo18+XLRwA0MDCgi4sLp0yZwtOnT6scf5GYwMBA5s2bl506dcoyx4Lw8HDeunWLc+fO5ZUrV7JEB6lUyi5dutDAwICnTp3SWI6Pjw8B8NixYyq179atW5LxOnXqxIcPH3Ly5Mnct2+fWmMfPXqUIpGIEyZMUKufQM4g5xuXJ08UcSIODpT9eNMViUgHB951dmYFsTjTnyxJcvXq1RSLxWq7yXbt2pVFihRhzN27iutzdFRs0v94fY6OyWpr/MjevXtpYGDAxo0bp+vRpMoN+9SpUwTAayrmK5NKpbx//z6XLl3KDh06sECBAgRAiUTCWrVq8ffff+exY8fS3QuLj49n3bp1aW9vnzxWKIuRyWSZZuzkcjn79+9PsVic4fRF8+bNo4mJicrek6tXr+aUKVN49OhRzpo1S1nm4sGDB3zw4IHa4y9atIgAUs2yLJBzybnGxd9f8aSuwpN9fMLvKTzZ65ratWuzRYsWavV59OgRRSIR16xZk+T49jVrWAlg7OXLSWZmqnDhwgWam5uzSpUq/PLli1r6/EhCPZo+GuYrk8vl9PHx4Zo1a+ju7k5bW1smZBCoUqUKR44cyQMHDiSL05g+fTr19PQ0XgLSNnK5PNNnT3K5nKNHj05zf1EdateurXbmhe3bt9PU1JSNGzfmoUOH2KFDB/bp00ej/S+5XM4BAwZQX1+fly5dUru/QPYlZxqX73sSaseFJOxJrF+fKWr6+voSAHfv3q1Wvw4dOrBYsWLJlrEWLVpEU1NTjfV58OABnZ2dGRYWlupNUdW9l1mzZtHY2FgrnndyuZwvXrzgxo0b2bt3bxYvXpwJgZ3lypXjkCFDOH36dIpEIs6YMSPD42mLhOXEzNwzSKgiuXLlygzLCgoKSrM2S0q8f/+eQ4cO5cSJEzlz5kz269ePDx8+pJeXl8bVXGNjY+nq6kpLS8v/J3QVyPHkPOOiJW8qzp6tc1WnTJnCvHnzqhWwmRCvs3HjxmTn/vjjD9rb22dIp/j4+BRjbV6/fs0///yTvXv3VikA7+3bt9TT0+Pq1aszpE9qvH79mtu3b6eHhwdLliypNDYlS5Zk//79uXXrVgYGBqot19/fn9u2bVM7yDAl3r17R3t7+0wJ4CT/v4SkrSwJnp6e1NPTUyvPnK+vL+vWrUuS/PLlC/PmzUtSsQ9Vv359jXUJDg5myZIl6eTklO2WPAU0I2cZFy3HgVCH3kYymYz29vYqe+Ek0Lp1a5YsWTJFAzBo0CBWqVJFWyom4a+//uKMGTO4evVqVq9eXaUbTuvWrVm1alWd6JOAXC5nhw4daG5uzlWrVnHo0KGsUKGC0tgULVqUPXv2pKenJ58/f57uMtWjR4/Ys2dP1qlThzNnzmRoaCgPHDigduBhgm6lS5dm7969Nbw61Vm3bh2BtKtIqkubNm3o7OysVp9v376xUaNGPHToEOfMmUMPDw+2bt2aNWvWzPBsytfXl/nz52fTpk21lnZGIOvIOcZFyxHsBFKNYNcG9+7do0gkUsub6NatWwQU9TRSomPHjmzcuLG2VCSpmIEcPHiQ7dq1S5L99tOnT+ku9yTE72gaX6EKCTfVHz2Rvnz5wkOHDnH06NGsVq2aMotAoUKF2KVLl3SXep4/f86pU6fy5MmTnDRpEmvXrs3Bgwenm5vuR6ZNm0Zzc3OdZvzdtWsXRSIRhw4dqrU9nqioKBobG3P+/Plq9929ezcHDx7MP/74g2/evOGdO3c0mkWmxLlz5yiRSDh06FCtyBPIOnKOccmk3FvaJCgoSK2bQbNmzVi2bNlU9z1cXV1TTnypId++feOsWbM4fPhwdu/enaVKleKqVavo5ubGHj16cNSoUdy8eXOq/ePj42lra8vBgwdrTafE+Pj40NjYWKXZX1hYGE+cOMEJEyawdu3a7NSpU4rtPnz4wOvXr3PdunVcvnx5kiWYjh078uLFi2rp+OTJE6qa6UATjhw5onIVSXU4fPgwAWR6EKoqrF27lgCUnmgCOZOcYVxSyRo8HIoqjUDSSo2pHU/1lYYbb2Zx9epVppfUr1KlSvztt9+0NuaLFy+SJLAcO3YsX7x4wQYNGtDT05OPHj2ii4tLmmk6pkyZwjx58mgUs5IW0dHRrFSpEsuUKaOR7Li4uBRvxr6+vmzRogUrVqyoDKi9fPkyX7x4wbZt26qdzoQkK1SoQHd3d7X7pce5c+doaGjI9u3ba32ZqH///ixdurRWZZLUWiqe0aNHU09Pj//++69W5AlkPjnDuKRS7+QSwDdIXgY4teOpzl6yILjyR1xdXVmxYsU0n06LFCnCqVOnam3MsLAwdujQgVOnTuXDhw/p5uZGd3d3zpw5U9lmyJAhfP36daoyAgICKBKJUnRAyAgjR46kgYGBailzNODvv//mli1bGBkZyW7durFkyZI8efKkRrJmz55NU1NTRkVFaU2/Gzdu0NTUlM2aNdN67jSZTEZra2uOHz9e4/5v375N8l39/PkznZycuH//fq3oKJVK2bJlS5qbm2uUL00g68kZZY5PnACk0mSH6wEokkLz1I6niFQKnDypuW7fIalx3wsXLuDChQuYMWMG9PRS/0iCg4NhaWmp8Tg/kjdvXmzfvh0fPnzAmTNn8PjxYzg4OGDq1KkAgN9//x1fv36FnZ1dqjKKFSuGJk2aYP369VrT6/jx41i6dCkWLFiASpUqaUVmZGQk5s2bh1WrVuHUqVP49u0bjI2NYWpqih07dmDo0KG4ePEiAMVnKZPJ8PbtW0RFRaUru0uXLoiKisLx48e1ouvDhw/h5uaGKlWq4MCBAzA0NNSK3ARu3bqFT58+qV3i+/LlyyhatCj27duHIkWK4MWLF8pzVlZWkEqlOHPmjFZ0FIvF2LlzJ+zt7dGqVSt8/vxZK3IFMpGstm7pEh6uiERPY/aR2gxFpZkLoJCvYQK9H59W5XK5cs9Elf0WuVxOZ2dnVqtWLc32CYk5t23bppGeqjB37lyGhIQof//111+TXItMJksxGWVCrq/Hjx9nWIf379/TysqKLVu21GqAokwm47lz5zhp0iS2bNmSDx484Lx587hkyRL6+Piwd+/eXP89/ilh3K5du1IikbB27dqcMGECT5w4kWqGg2rVqrFDhw4Z1tPX15fW1tZqVZFUl4kTJ9LKykrtLNYfP34kAC5dupQAePr06STnhw4dSgcHB22qyoCAAFpbW9PZ2TlTs18LZJzsb1zu3UvXOGTYuACKcdQkOjqaffr04V9//cVz584lMTSq/uOeOnWKnTp1Snfqr0pJgYwyc+ZM1qlThwsWLGCDBg2UN7eESPRTp07R3d092U0/NjaWBQoU4MiRIzM0vkwmY+PGjWljY6NW7IWmXLt2jTNmzGDz5s3p6emZ7EHh2bNnXLVqFbt06UIbGxsCoJ6eHqtWrcrRo0fz4MGDymwH8+fPp5GRkdreZokJDAyknZ0dy5Ytq1YVSXVxcnLSOLtCyZIl+dtvv1FPTy9ZFuhDhw4RgEZu3Wlx/fp1Ghoasnfv3tmqUJ1A2mR/43LzZuYYl5s31VZt8+bNrF27Ng8dOsRJkyZxzJgxXL16Nb29venu7p6ue6pcLueFCxeUv6eFn58frays1Kq5oQlHjx7lzZs3lRvbiXNmJdw8Eu/JJDBu3DhaWFhkyCV3/vz5KT4RZwfkcjmfP39OT09P9uzZk0WLFiW+O42UL1+evXr1IqB55HxCFckSJUrw3bt3Wtb+/zx//pwAePDgQY369+3bl5UrV6adnV2y8hVhYWEUi8XJ0hZpg+3btxNAlhT6E9CM7G9cMmnmsn3cOP77778MDAxU2eXz0qVLPHfuHElF5PeZM2e4adMmNmrUSCWX4cePH6u9NJGZBbkSaqj7+/sryzMnlKr9ceP22bNnBMCdO3dqNNZ///1HiUSi8SZzVhAYGMitW7dywIABSbIIlCpVih4eHty2bVuazhAJJK4imV6Z7oyyaNEiGhkZaezdlxDVX7t2bXbr1i3Z+Tp16mhleTAlpk6dmuJ3TyB7kv2NS0REqnsuAwEWBigGaA3QIZ3jqb1kAC0MDJQ3BxMTE1apUoXu7u6cMWMG9+zZw4cPHyZ5Kk+I7B44cGAy9+GuXbumm8JcLpfzypUr2b6WhVwuVy6DrFmzhnK5nJ06daKJiUkyT6569erR1dVV7THCw8Pp6OjI6tWrp1oWICcwY8YMisVi9u/fn+XKlVN+n4oVK8bevXtzw4YNfPHiRZJZauIqkj6Z4BJfr149tmrVSuP+CQ8RjRo1UqaBScz06dOZP39+nTwEyWQy5XdPl4G7Atoh+xsXknRwUG1pS9OXoyOlUin9/f154sQJLlq0iB4eHnRxcVGmhwfAgQMHKm8Mf/75JwcMGMBbt24pU5C3a9eOnp6eKj2979+/P1kJgJiYGPbt25eTJk3ipk2bGBERkS3WmKVSKYcNG0YAnDZtGiMjI1mlShXa29snKb62bds2AqCfn5/iQESEYub5Q32dH+nduzdNTU35/Plz3V+MDnn37l2SRJCfP3/mgQMHOGrUKFapUkVZHtrW1pbu7u5cunQpa9SowTx58mTKzfLLly8p7pWog1wup5WVFZ2dnVmyUKFkn++1a9cIqFcyWR2ioqJYo0YN2tra6nT5UCDj5Azjkkqci1ZeKsS5fPnyhdeuXeP79++VM40OHTrw/PnzJMlffvmF06ZN43///cexY8em+6WXyWSsWrVqMsPx9u1b1q9fn15eXpw0aRI/ffrE1atXs0GDBmzSpAnv3r2bgTcxY8jlcs6dO5cAOGDAAPr7+7NgwYJ0dnZWzja+ffvGWnny8Gq1aooHgh9nnN/r63D4cEVgLMmdO3cSQJqZAHIS9erVY7NmzVI8FxoaymPHjvH3339nzZo1lcYmX758bN++PZcuXcp79+7pbDZ78+ZNFilShO/fv9dcyJMnPFq8OAP19VOsnyQvUYKrDQy4WoexY+/fv2eRIkVYrVo1rcYWCWiXnGFcUonQ19pLzeUIuVzO9evXs2vXrhw+fDirV6/O4OBgkoo159SeQjdv3swdO3bwr7/+Yvny5ZOdv3HjBgsWLMidO3cyKiqKkZGRLFeuHCMjI3n69OlMSZCYHps3b6ZYLGbr1q15/vx5GhgYsH///pS/fKmsrxOf3vv9/UEhytmZFczM2K1bt2wxQ9MGq1atolgsTtPbSyqVsnPnztTX1+fcuXM5ZcoUuri40OD70my+fPnYqlUrLliwgLdu3dJadH6GjFai+kkyPb00P19leW4d1k+6e/cuTUxM2KFDh2y/tPyzkjOMC5ntcosl1CC5e/cuFyxYoKw50qZNmxTbBwcHs3Dhwsolto4dOyZr8/HjRx48eJATJ07ktGnT6O/vz549e5JUpGqpXr06ycytH5ISJ06coImJCWvXrs0VK1awP8B4iUTtzyceYLRIxG/LlmXp9WiTjx8/Uk9Pj2vXrk3xfFpVJKOjo3np0iXOnDmTjRs3pomJCQHQzMyMTZs25Zw5c3jlypXMj/fQsH6SXCzWaf2kgwcPUiQScfLkyTqRL5Axco5x0XJWZDmgtazIoaGh3LVrF3fu3JluFuQ1a9YQAM+fP5/qpuerV684adIk7tq1i7/99htNTEzYuXNnZaW+7PCU7+3tzQIFCvAfK6v/v5+afg5AptTXySwaN27Mhg0bJjsul8s5atQoqhoMGxsbyxs3bnDevHls0aIFzc3NCYBGRkZs0KABp0+fniy+Sutk8/pJf//9t8rvp0DmknOMC6n1ei5RmfzEHBcXRwcHhxQr9iVe+vDx8eHKlSvp5OTEVatWMTY2lqNGjVK6PSe09/Hx4a1bt3QWyZ0eQdq68SS8dFhfJzN58uQJV6xYkczdd//+/cxILIxUKuWdO3f4zz//sF27drSwsCAA6uvrs27dulpPHpoT6ifJ5XL27duXBgYG2ab8tYCCnGVcSK09Sc00MmLVqlUzHAkeHh7OuLg4lWYTnp6eBMAHDx4kO/fixQt269aNQ4cOZefOnXn06FF27tyZZ8+eJUm2a9dO+XSWkIrlt99+Y8IyW6FChejq6sohQ4Zw6dKlPH36NF+/fq27Wc73maSmM5YUXzqsr5OZyOVyxsbGJpmZJvyuTa8wmUzGR48eccWKFcmWhj59+sSDBw9qlOWZZI6qnxQbG8t69eqxQIECDAgI0Lp8Ac0QkaQucpbpFE9PYPhwRdLJFBJapopEonitWIGHNWqgadOmyJcvH86cOZNmcsa0mDJlCrZt24YXL15AX18/1XZxcXEoVaoUatasCS8vr2Tn5XI5njx5gqdPn+Lbt2/o06cPjh07hoULF0IqlaJMmTKYNWsWChUqpOwTHR2Np0+f4tmzZ0lez58/R2xsLADA1NQUpUuXRpkyZeDk5IQyZcqgTJkyKFmyZMYSIjZtCly4oN77nx4SCeDqCpw+rT2ZPxEkIRKJsHHjRty+fRt58+ZFnjx5MGnSJIhEIsTFxcHAwEA1YTns8/3y5Qtq1aoFY2NjXL9+Hebm5lofQ0BNsti4aU4i75X0NhrjEn7/wXvl+fPnLFq0KO3t7enr66u2CgmljAcOHJhu21WrVlEkEmmUPjwgICBJPEl6SKVSvnjxgseOHePChQs5YMAAOjs709LSUjnT0dPTo4ODA1u1asVx48bR09OTV69eVebKShM16+s8B1gbYEmA1QE+Tu8JNxvU18nJdOrUiadOnaJcLufQoUOVs5qdO3eqFt2ezbwzVcXHx4d58+Zlp06dstzpRSAnLov9yJMnirgJR8eU4yocHXnI3p6dK1RIsfubN2/o5OREa2tr3lMzeeX58+cJIN213ujoaBYuXJjdu3dXS74u+Pz5M69cucL169dz7NixbNmyJUuUKKGMuQDAAgUK0MXFhR4eHly0aBGPHz/Oly9f/n+ZR836Oq4AN33/fe93A5PqjSeb1NdRlXfv3tHGxob169dnvXr1lMtQHz58oKmpaYpLoLokMjKSdevWTVJhs2/fvrxx4wY7dOhAb2/vZH0iIiJYunRp9unTh5s2bWJYr16Up/PA9gVgpUSvklBkxAhOz7Do+PO9evVq0u+qQJaR841LYlKJCE+o9Z5a1PDnz59ZrVo15s2bV61NwT59+tDBwSHdfY0lS5ZQLBZn6wj06OhoPnz4kF5eXpw5cya7devGKlWqKN1hAYWXUsWKFfnB1DTNG0hi4/IRYB78P/ZFDrAgQL+0bkCOjln9dqjM27dv2bFjx2TfgVGjRrF+/fp8+PBhpuoTERHBb9++JTl248YNZcaJH5HL5Xz9+jVHjBjBypUrUyQSpf3ZpPJaALCVqu11/PmmNWvJbGP/M5O7jEsqSKVSFitWjL169Uq1zdevX1m/fn0aGxurVJEwMjKSZmZmnDFjRprtoqKiWLBgQfbt21dtvbMDMpmMr1694qlTp7h06VKO7NcveWR2GsblNsBSP5yvAfBcWjIyUF8ns3nz5g0LFy5MZ2dnZZbgN2/ecNiwYezduzcfPXqUqfp07tyZVapU4fz583nt2jWSihoxXbp0SfP7n0DIq1caOWmUAXhQ1fZZ9Pkm5MVLKau3gPaRZNlmTyYiFovx22+/YcqUKVi4cCEKFCiQrI25uTlOnjyJLl26oE2bNti+fTs6d+6cqsyDBw8iMjISPXv2THPsVatWITg4WFndMSOQig3bzERPTw/29vawt7dH06ZNgfv3gY0bdTsoif716+NlnjzK6xWJRFp/qSNXX18fo0aNgpOTU5JqoQULFsTz589hYmICDw8PHDp0CKdPn8b48eMxa9asZJcmk8lw6tQpnD9/Xiv6GhsbY/To0UqdPDw8MHnyZPz333+4evUqPn/+jJiYGPTo0QNjxoxJpo9cLseGDRsQHx8PkUgEq7dv0UnNj+s6gFAArVTtQAIvXgCVK6s5kuYkODNs3boVDRs2RI0aNdC8efNMG/9n5KcwLgDQr18/TJs2DZ6enpg0aVKKbYyNjbF//3707dsXXbt2xdevX+Hh4ZFi261bt6JevXooXrx4qmNGRETg77//Rr9+/dJslx5HjhzBjh07sGPHDkgkWfyRffdCUxU7AB8ASKH4shHAawD26fWztkaspSVIAlAYVnVfcrk81XPqyNTT08PMmTOTGRYA0NfXV3oJdujQAbt27YKJiQmKFy8OkUgEsVicpD1JPHv2DMeOHVPrWlLTt1atWhg7dqxSfuPGjVGoUCH4+vri119/xatXr9CqVSvcuHEDUqk0yfdHJpPhypUrGDZsmFJeDblcbeOyAUAvqHkzUfN7pAkJD2NSqRTHjx9Hnjx5UKtWLbi5ucHBwQFhYWHIly+fzvX4adHyTChb069fP9rZ2aWbq0kmk3Ho0KEEwPnz5yc7/+bNG4pEInqmExQ2Z84cGhgYqFTTIy0WLVpEU1PTDMnQGhrU16mPpBv61VRZOtGgMmhWEJFoeeePP/7gli1b6OzsTDc3NxYpUiRLyvPGx8fT09OTY8aM4cKFCzllyhSSKmZ2UOHzTfyKAGgG8Km6S2mZ8PlevHhRGVd05coV5s2blzNmzODs2bO5detW1q9fn2/fvtW5Hj8rP5VxuXPnDgEky+mUEnK5nJMnTyYATpo0Kck/5rx582hkZJRmZHxYWBjz58/PYcOGZVjvP/74g/b29hmWoxU0qK/zDOAvUHgUVQP4MJuuyWvCv//+y+rVq7NevXrs1asXpVKpMsi1Z8+eyWreZCbe3t7s2bOnMhBXJeOSxueb0ssTYF11DUsmfb4XL15k7dq1+eLFC37+/JmjR49mSEgIv379SpJcu3YtGzZsKLgt64ifyriQiqzFKeV9So2FCxcSAAcPHqws+Vu2bFm6u7un2W/69Ok0MjLKWHrz7wwaNIhVqlTJsBytkQn1dbIrnz9/VjnrQVbmgEsYOzY2Vn091Ph8awPcmI0/33Xr1rFJkyb866+/OGrUqGTnR4wYoTQ2Atrlp9lzSWDYsGHo1q0bfHx8ULZs2XTbjx07Fvnz54eHhwe+fv2KESNGwMfHB4sWLUq1T0hICBYvXozffvstSUS9pgQHB8PS0jLDcrRGixbA6tXajd5OQCIB3Ny0L1cLPH36FP/++y9GjRqlUvvMdr5ITEhICMzNzVWPyE+MGp/vdXVlZ/Ln6+Hhgfbt2+PAgQMoX748jh8/jujoaLx58wahoaH48OGDZu+RQLrkzPQvGSAuLg729vbo2LEjVqxYoXK/ffv2oVu3bihcuDBKly6NkydPpnrz+OOPP7Bs2TL4+/vD2to6wzo3bNgQ1tbW2L17d4ZlaQUfH6BcOd3Kd3LSnXwNCA4ORt26dXHs2DE4OjpmtTrpMmLECJw9exZPnjxR28i9OHIEjm3b6kgzZMnnW6dOHXz+/BkjRoyATCaDubk5jIyM0L59exgZGWWqLj8NWT11ygqmTZtGMzMztafDR48epb6+PgMDA1NdaggNDaWpqSknTpyoDVVJkhUrVuRvv/2mNXlaIZvV18kMunXrxjZt2vC///7TaJ0+YT9G18jlctrb23Po0KFq9fv48SMHDx5MsVjMy8bG6RYFy0mfb1xcHLt3787Dhw8nOyfsuegGvfTNT+5j0KBBiImJwdatW9XqJ5PJ0L9/f9jb26f6NJiQCHPixInaUBVANlwWA4C1axVLHNpEIlHIzUZ8/foV8+bNQ1xcHHbs2AEnJyeEhoYqXZI/ffqEiIiIdOVERERgy5YtePDgga5VxsOHD/H69Wu0VXH2ER0djblz58LR0RG7d+/GggULUOvePehpe7no++crk8nw5s0b+Pv7a1d+Gujr62POnDnYtWsX3r9/D35fsCGZzL1cQEtktXXLKjp37szSpUur9STZpUsXlTZ0tZ3XyMjIiEuWLNGqTK2QA+p9ZASZTEZnZ2cWKlSICxcuZHh4eLI2vXv35po1a9KVFR8fTysrK/7++++6UDUJM2fOpLm5OWNjY9NsJ5PJuGPHDtrb21MikXDkyJFJE5fq6PP19PTk7NmzOXHiRHbu3Jnv3r3T5duRhMSfYXx8PCMjI7NF8b3cyE9rsocNGwZfX1+cO3dOpfbBwcEoVKgQLC0tk81a5HJ5kr9/DJzLCNHR0YiJicl+MxcAGDAAmD0bAJDhjbs5c4D+/TOskjbR09PDokWL4Ofnh0+fPmHx4sV48+aN8vz48eMRGxuLQYMGpStLIpGgQ4cO2LNnj/KpWVccPnwYbm5uaW5UX716Fb/88gu6d++OatWqwcfHB0uWLEn6PRswAN5t2gDI+Of7tEcPvHdzw/79+3Hjxg106NABc+fORdGiRXHmzJkMSlcdMzMz5e8xMTGoVKkSZsyYkWnj/0z8tMbF2dkZFStWVHlTf//+/Zg8ebLyb7lcjo8fPwKAclqti5tGcHAwAGRP4wIAkycD69cjXiyG2r5jEglgZKSoz/PHH7rQLsNUq1YNpqammDFjBqKjo+Hp6YmIiAgcO3YMYrEYW7ZsUVlW165d8erVK9y6dUtn+r59+xZ37txBm+9G4UdevHiBDh06wMXFBXK5HJcuXcKBAwdQsmTJZG2vXbsG55MnsdPVFSIjI/WXQRN9vmstLXHlyhVIJBIULVoUpUuXxrt37xAbGwt9fX2dG9wEEj8YmpmZoV+/fpgxYwZ27dqVKeP/VGTxzClLWbduHfX09FSqXrd06dIkG3+zZs1it27dWKtWLd69ezdJW21Os+/fv08g9YzO2QEfHx866OnRv2TJ/2/cprexCySrr5NdSfg85XI5//nnH9auXZvt27dndHS0WnKkUiltbGxSjLfQFqtWraJYLGZISEiS48HBwRw9ejT19fVpZ2fHbdu2pbmRnVBKwMXFhXFxcWrVT0rp87158yYHDhzI+fPn87fffmOnTp04YcIE7ty5U/k+ZsXGulwuZ8+ePWloaMgbN25k+vi5mZ/auERGRjJfvnycMGFCmu18fX0ZHBysvMkEBASwevXqlMvlvHXrFqdMmcIRI0Zww4YNWtfx3LlzBMAXL15oXba2cHNzY4kSJRRpTlSor8Phw3NMQbDEhoUk9+zZw4oVK2pcHnv48OEsXLiwzm6kzZs3TxIkHBsby8WLFzN//vw0MzPjnDlzkqXk/5GYmBjWrl2bhQsXTl4mOZ3PN65YMcqGDUvx8/X39+ehQ4c4bdo0rl69mufOnaNUKmXXrl15+/ZtkgqPzMzeA4mJiWHdunVZsGBBvnr1KlPHzs381MaFJMeMGUNLS8s0/+FOnTqVZJN+8eLFXLduHUny2LFjLFGiBI8ePcrmzZurlK5fHby8vAggSfGn7MSJEycIIOUKh9/r6yzt3p1t7O1zTEqXBK5cucK4uLgkhuDFixcZykd19epVAuDly5e1oWISwsPDaWBgwCVLllAul/PAgQN0dHSknp4eBw4cmNxQpMKgQYNoYGDAmzdvpt0whfpJkZGRqTq0HDt2TDk7+PLlCwMDA0kqVgHmzJlDqVTKqVOnsnnz5nzz5o2ql60VPn36xGLFirFixYopOm4IqM9Pb1z8/PwIgJs2bUrxvEwmS/Jli4uLY2BgoHKZ6uzZs8rcTZ6enpw6dapW9Vu9ejXFYnG29GiJi4ujk5MT69evn6Z+c+bMoZWVVSZqlnEOHz5MsVjMRYsWafW9l8lktLOz00nc0t69ewmAhw4doouLCwGwefPmatWUWbduHQGkm5RVE+bPn8/x48eTVPyvVK5cmaRiNjh69GiSZEhICG1tbWlubs4NGzZk6vf+8ePHzJMnD1u1aiVUstQCP71xIRXLOlWrVk3xi+zv75/kizZ48GCOGDGCU6dO5cuXL5O0bdKkSbL9l4wye/ZsFihQQKsytcWKFSsoEonSveaVK1dSIpFkSwOZEmfPnqWhoSE7dOiQbgZtTRg7diytra21Lrt9+/bMly8fAbB8+fI8deqUWv1v3rxJAwMDDh48OEN6pOYC/ejRI7q6upIkd+3axT59+nDcuHFs0qQJ/fz8lO1CQ0PZp08fAmCzZs0ynFVcHU6ePEk9PT2OHTs208bMrQjGheTx48cJIMUNvaioKOXvDx8+pKurK9++fcujR4+yc+fOnDp1KgcPHsxdu3ZxxIgRKcrPyE119OjRLFOmjMb9dUVISAgtLCzYv3//dNvu3LmTAJKkp8+uXL9+naampmzevLnOUuV7e3sTgHLGm1HCw8M5ceJEAqCpqSnXrVun9pP3hw8fWLhwYdapUyfd+Jj0kMlkCieAFFi/fj1btGjB6tWrMyAggIGBgaka2ePHjytnMZ6enpn2cLJ06VIC4Pr16zNlvNyKYFyo+GcoUaIEu3fvnuR4YsNCkhs3buTq1atJKvYaypYty3v37nHNmjW8detWsi+/TCbj9evXOWTIEI03cHv16sW6detq1FeXjBo1imZmZvzw4UO6bRP2ZTJ7HV1d7t+/z3z58tHFxSXZZ69N5HI5S5QoQQ8PjwzJiY+P55o1a2htbU0DAwMC4IULF9SWI5VKWb9+fRYqVEgrWbzJtB+oUtrTSCudUt++fQmATZs2zZQNd7lcziFDhlAikfD8+fM6Hy+3IhiX7yxatIj6+vpJNj23bduWrGZLgpG4f/8+fb57xMyePTvVWcvx48epp6dHd3f3VJ/m0qJXr17s0KGD2v10ybNnzyiRSDh37lyV2t+4cYMA+PDhQx1rpjnPnj2jtbU1q1evnikp2CdNmkQLCwuNvhOkYvmmXLlyBMBevXrRw8ODhQoV0ughRiaT8dq1a/T29tZIF02Qy+VqzUROnDjBwoULM0+ePFy/fr3OZzFxcXFs3Lgx8+fPz+fPn+t0rNyKYFy+ExISQmNjY86aNUt5rHHjxty+fXua/aRSKX/55Zc0XYX37t1LfX19tmzZMl030JxAq1atWKxYMZXjPJ49e0YAvHTpko4104zAwEAWKVKE5cqVS5r+RIckxC+dOHFCrX4PHz5k06ZNCYD169fn7du3KZfL6eDgwIEDB2qsjy5co1OTqelmeVhYGPv160cAbNKkic5nMaGhoSxdujRLlSqVLG5IIH0E45IIDw8PFi5cmHFxcXz9+jVFIlG6sSsPHjzgsmXL0pX977//0sTEhPXq1UuzgmV259SpUwRALy8vlfsEBQURQIoZabOa9+/f08HBgSVKlNDakpAqyOVyli5dmr1791ap/YcPHzhgwADq6emxZMmSPHTokPLp/cmTJwTA48ePp9r/8+fPvH//vtozhowQGxvL+Pj4ZOM9e/aMzs7OyRxiVOXkyZMsUqQI8+TJw3Xr1un0evz8/GhhYcGGDRtqPMv8WRGMSyISnib37t3LuXPn0tjYOMUlkoQytj/+nh7Xrl1jvnz5OH/+/FTbZGePqvj4eJYrV47Ozs5q6RkTE0MA3Lx5sw61U58vX76wfPnyLFy4MP2zIFPA9OnTaW5unuYMMCoqirNmzaKpqSktLCy4dOnSZBvuc+fOpampaZpymjVrlqIDgS6/b58/f+a8efP433//JTkeFhZGsVisUsLP1AgLC2P//v2Vs5iEmBldcPHiRerr63PgwIHZ+v8zuyEYlx9wcXFhvXr16OTkxG7duiU7f/PmTQ4ePFjj5a3UpvJ3797l6tWrOXjw4GwbMLlq1SqKRCJlNLU6GBsbZ6vMzuHh4axRowatrKz49OnTLNHBx8dHGZfyIzKZjFu2bGHhwoWpr6/PsWPHpro088svv7B9+/apjtOrVy8uWLCApKKW0YwZM7h8+XLtXEQ6tG3bllWrVk12vG7dulrZS/z333+Vs5i1a9fq7Oa/ceNGAuDixYt1Ij83IhiXH9izZw+hSALLf//9N9n5Jk2asFy5chlao/7xH+DOnTucNWsWN27cyIULF7JLly469VbShNDQUFpZWbFPnz4a9be1teX06dO1q5SGfPv2jfXr12fevHm1HpekLhUqVKC7u3uSYxcuXGDVqlUJgJ06dUpz+ejDhw8UiURpzgpHjhzJNm3asFWrVpw9ezYvXrxId3d3/vXXX1q7jtQ4ePBgis4cf/75J/Ply6eVYMWwsDAOGDCAANi4cWOdzWLGjx9PPT09Hjt2TCfycxuCcfmBuLg4mpiY0MTEJNkX//LlywTAffv2aXXMNWvWcOXKlZRKpfT39+eUKVOSnM8OU/GxY8fS1NRU49obZcuW5ciRI7WrlAbExsayRYsWNDEx4bVr17JaHc6ZM4empqaMioqir68v27ZtSwCsVasWr169mm7/9evXU09Pj58/f0527vLly5w+fTpPnjzJ5s2bc/LkycpzAQEBnDZtmlavJSViY2NpZWWVLCjx2rVrBJB+ihk1OHXqFO3s7GhmZsY1a9ak+X+jiVGTSqVs06YNzczMsrXnY3bhp025nxr8nvo7Li4uWYXBadOmoVKlSvj111+1Oubz58+RN29eBAcHw9vbG4ULF8aOHTvg5eWFe/fuQSQSZVpK8pTw8/PDsmXLMGnSJNja2mokI3/+/AgNDdWyZuohk8nQo0cPnD17FocPH0adOnWyVB8A6NKlC6KiotChQweUK1cO9+/fx65du3Djxg3UrVs33f5HjhxB3bp1YWVlleT4p0+f8Oeff6J06dKIjo5GxYoVIZFIEB0dDQC4dOkS7ty5o/PvlYGBAbp164bt27dDKv1/UYaaNWvC3Nxcq7VcmjZtikePHsHd3R2DBw/G4sWLU2x38uRJlClTBv/++69a8sViMXbs2AEHBwe0bt0anz590obauZcsNm7ZjoRpvEQiSbJHkJCdWJseT1euXOHBgwcZERHBDh06cMCAAWzTpg0bNGjA3377jRcuXGDdunUzNf4gJdq2bUt7e/sMuVG3atWKrVu31qJW6iGTydi3b1+KxWIePHgwy/RITExMDBcsWECxWEyJRMJ58+aplcY/KiqKRkZGyv2UxDx9+pTdunVTfmYrV65k165duX37dnp7e9PR0TFJyhVdcvfuXQJItpzUtm1b1qtXTydjXrp0iVFRUcmWrz9//szOnTtz+fLlbNWqlUZ7T69fv6aNjQ1r166tdtmFnwlh5vIDW7duRdWqVdGpUyesXLkScrkcJDF16lTUqFEDrVu31tpYxYoVw4IFC7BhwwZUqlQJxYoVw9WrVyGXyxESEgJ9fX2sW7cOz54909qY6nLu3DkcPnwYf//9N4yNjTWWky9fPoSFhWlPMTUgidGjR2Pz5s3YvHkz2rVrlyV6JNZn7969cHJywsSJE1GzZk1IJBL89ttvMDIyUlnOmTNnEBMTk2JhsNKlS6NatWrYs2cP7t27h4iICNja2uLNmzewt7fHvn374OjoqM3LSpXKlSujQoUKyQqrNW3aFDdu3Ei2QqAN6tWrB2NjY2UhP0DxvgcEBODKlSuwtLTE0aNH0aZNGyxcuBAnTpxQWbadnR0OHz6Me/fuoX///lm6qpCtyVLTls348uUL9fX1uWTJEuWa8L///suTJ08SgNbT6fN/7Z13WFPXG8e/CUNEVNxbRHCLExfWrdRV1Fa0deAeqGDdPyda90DraMU9UGsddVDr1uIo1lpx4BYQwYWTJSvJ9/dHJAVZCdwQ0PN5njxI7rnnvDeG+973vItqZ+SuXbv46NEjDh48WOPcffDgQbpZ/zmFQqGgnZ0dmzVrlm2/j5ubG2vXri2RZLoxc+ZMAtCU7jEkfn5+dHBwIAB26dKFt2/f5qNHjwiAO3fu1GmuwYMHZ1h3Ljw8nD/99BPd3d0136XRo0frVCVZKjw9PWlqasrXr19r3rt//z4B0MfHJ0dlUSgU/Prrr3nv3j2qVCru37+fHTt25KRJk3T6nicF/yRPvBb8h1AuyVizZg2NjY354sULqlQq1q9fn126dKG9vT0dHBz07lifPn26ZhvDy8uLPXr0MGjp73Xr1knWBXPmzJksX768BFLpxtKlSwkgw9yinCA4OJjffvstAbBu3bqpck6aNWum07ahQqFgiRIlOHny5AzHJf/OLlmyJFX9vJzi+fPnNDIy4k8//aR5T6VS0crKKkceopJvAb548YKurq6a8k0kGRoayokTJ+o875w5c3ROKv5cEMolGY0bN07xB75p0yYCoJGREa9fv6739UeNGsUhQ4Zw27ZtdHBwMGj3yXfv3rFEiRLs37+/JPMtX76cBQoUkGQubUlSjsmjpPRFetnbUVFRnDx5MvPly8cyZcpw8+bNaT4w/PjjjzQxMdE6xynJss4o4k2hUGjkUiqVPHz4sEGzzLt27crGjRuneM/LyyvtRnMSolAoOH/+fHbv3p23bt3i9u3bOWXKFL548YKkukrD6dOn2bdv3xSWlTaoVCp+9913NDMzM7hvNLchlMsH7ty5o8nOTyIqKopTp07VqvKvVCxZsoTLli1jQEAAScP0FSfJyZMn09zcXLJKxlu2bCGAHLu57dy5kzKZjG5ubnq3OOfNm0c3N7dUSY5KpZI3b95kgQIF6OHhwejo6HTnePLkCWUyWbpN6z5mypQpLFGiRLqW7evXr9myZUs+fPgwV4Syk+S+ffsIIFU1hISEhByRceXKlWzfvj29vLzo7e3NO3fu8H//+x8dHR25ZMkSnjx5kqTuof+xsbFs2rQpy5Qpk+srf+ckQrl8YOrUqbS0tEwR/aFUKqlQKAz2x5m8xExObo89fPiQpqamnDNnjmRzJkXhZbX3vC4cPHiQRkZGHDhwYI4o5x9++IFdunTh6dOn0/yuaPs03KpVK3755Zdaja1evToHDRqU5jGFQkFHR0cWK1ZMr2VRdCUxMTHL9cSk4u3bt3z+/DktLS05bNgwnjlzRhKZnj9/zooVK7JevXp5om9RTiCixaDOf/D29saECRM00TokIZfLYWRkBJlMZhC55HI5SEImk8HIyCjH1p08eTJKliyJiRMnSjZnkSJFAEDvuS6nT59Gr1690KNHD2zYsCFFtJBU+Pj4YNy4cbh27RoAQCaToWTJkggODkZgYGCq8UWLFtVq3t69e+PUqVN49epVhuPu37+Pu3fvolu3bmkenzFjBk6dOoVff/0VVlZWWq2dExgbG8Pa2tqgMlhaWqJUqVKYMmUKwsLC8Pr1a1SuXDnb85YqVQo+Pj54+PAh+vfvD5VKJYG0eRxDa7fcwKlTpyiTyXTqPBgdHZ2qIN+nwNmzZwkg01YDupJUFFSK4ID0SN5FMrvdFNPi/fv37NWrF7t168Zly5bxf//7H+/du8cTJ05w9erVnD17Nn19fbP85PrixQvK5XKuW7cuw3HLli2jmZlZmttse/bsIQAuW7YsSzIYCkNs/wYGBnLs2LEpSgAlJiYyIiIiy/L4+PhQJpNxypQpUomZZxHKherCfrrWzIqOjs7z5fM/RqFQsF69emzSpInkf+whISHp1muTAn9/f1paWrJly5Z6rcuW3Gm7cOFCBgYGcvHixQwPD+fx48fZtm1bjhkzJsufX4cOHdi2bdsMx7Ro0SLNyLIk/863336ba/wsmXH37l0uWbKES5cuzTUKsWXLlmzVqlWWA2o8PT0JQGv/2afKZ69coqKiWKBAgRSOfG2ZPHmyVr1csoJCoaClpWWKEMfg4GAOHz6cvXv35uPHjyVfc+PGjQRAPz8/yeeOiIggAO7evVvyue/evcsSJUrkWBdJkvzll19oYWHBpUuXskePHnR2dmbXrl3ZsGHDbH0nNm7cSLlc/l8QSVQU6e9PXrpE+vvzZXAw5XJ5qv7ub968oY2NDevUqZNh4EBu4tmzZ3R3d+eOHTt45swZOjs754qeP2fOnGGlSpVobm7OVatW6fygoFKpOGzYMJqYmOTaBnk5wWevXLZt20YAGXa1e/r0KZ88ecI///yTu3bt4rlz5/jzzz+zT58+WjtgdSU0NDTNToX379+nlZUVK1asKGn71cjISJYqVSrNNgNSoFKpaGRkJHkiY3BwcI53kUxMTOSJEyd47do1+vn5sXXr1hwxYgRDQ0P54MGDNItIasvr169pZ2TEa61akTY2pExGApqXCuADgNFDhpC3bpFUP4h06tSJRYoUMbjDXBu8vb15+fJlHjp0iOPHj9e8v2DBAv7www8GlOw/oqKiOHr0aAJgy5YtdS6Vk5CQwDZt2rBYsWIGTSkwJJ+9Q3/79u1o3bo1KlasCABpOuLi4+Ph5uaG+fPn49mzZ/jtt98QEBCAPn36oFGjRrhx44bkciU5dYsVK5bi/SpVquDChQswNzfHF198gevXr0uy3sKFCxEZGYlFixZJMt/HyGQyyUvAPHv2DO3bt0e+fPlw8uTJVJ+VlDBZiQ9jY2N06NABdevWhUKhQJMmTeDl5YXy5cvDxsYmVRFJrQkORtFvv8UNpRK1fH2BwEC1SkmGDIAtgALbtgG1agGOjvhx7FgcP34cu3fvlsQ5rW9UKhV27tyJKlWq4PXr19i6dSt++eUXKJVKjBkzJleUU7GwsMCaNWtw9uxZhIaGok6dOli1apXWjnoTExPs27cPRYsWRdeuXQ1W+sigGFq7GZKkVsabN28myQydwMlLzSfP1Th79izHjRsnuWxJhTLTe+p5+fIlGzZsyMKFC2tVmj0j4uPj2aVLF72XYLexsck0o1xbkneRDA4OlmTOtAgPD08zuz86OpqTJ09mu3btNN+fbPk5NmwgzcxIY+MUlkpmL6VczhiAf2TQLCy3oVQq6ebmxtmzZ9Pd3Z2dO3emu7s7z549y9mzZ3P58uWGFjEFUVFRHDNmDAGwRYsWOlkx9+7dY5EiRejo6MjExEQ9Spn7+KyVy4IFC1K0Ml6zZg39/PxS3SSSfk9eFTh5IljDhg157949SWVLivrJKGM7IiKCrVq1Yv78+bNV9ywph0bfX357e3sOGzYs2/NERESwUaNGLFGihN66SMbGxnLRokUsVKgQCxcuzDt37qT4Xjx58oRr166VJqdh3jydFMrHL1XSv+fNy74sOURUVBRv377NU6dO8fnz55r3/f392blzZwNKlj5//vknK1eurOmqqq0v5vTp0zQ2Nubo0aP1LGHu4rNVLiqVitWrV9fUWnr//j3Lli2bovZRchQKBbt3766xYHr16kVvb2+SpKurq+SOu7Vr19LIyCjTp+H379+za9euNDEx0am+kUqlyvGIovbt29PZ2Tlbc8TExLBly5YsXLgw/f39pREsGSqVirt27aKVlRWNjY3p5uaWLR9KpmzYkC3Fkuq1caP+ZJWQO3fu0NTUlIsWLaK3tzeVSiXfvHnD58+f88svv8xyUzp9Ex0dTTc3NwLgF198obXfc/369QSQY+2lcwOfrXL5+++/CYDHjx8nSa5YsYJGRkYZmrxTp07V9NBeunQp+/btSycnJ/bq1UvykOR58+axRIkSWo1NSEhg375904wi+pj79+9LbmVpi7OzM9u3b5/l8+Pj49mpUye9dZG8ePEimzRpQgDs1q2b/j+noCD1VpiUysXMTD1vHqBTp05cvnw516xZw44dO3LKlCkcO3Yst23bZmjRMiW5FbNixQqtKmiMGzeOcrlcL9XVcyOfrXIZPXo0y5YtS4VCwejoaJYsWZKDBw/O8Jw7d+7QycmJgwcPpo2NDa9fv663J6xx48ZlWE79Y5RKpSa6Jb0KwBcuXGD37t1pb2/PgQMH6iXRMCOGDx9Oe3v7LJ2bmJjInj170tTUVFMDSioePnzInj17EgAbNGjAs2fPSjp/unTooLOPJdOXsbF63jzA8uXLuXjxYpLqKLkHDx7wyJEjOiUzG5Lo6Gi6u7sTAJs3b56pFaNQKNilSxcWKlSItz5E+n3KfJbKJS4ujkWLFtU4lxcvXkwTExOtHMOBgYE8ePBgir12fWwxubi4sHnz5jqdo1KpOH36dALgDz/8kEqmLl26aJ6a3NzcuHLlSk6bNi3HCnNOnjyZNjY2Op+XvIvkwYMHJZPnzZs3nDBhAk1MTFiuXDlu27Yt5zLFb92SVql8/EpWTj638vz5c41yycv4+vrSxsaGZmZmXL58eYZWTGRkJO3s7GhtbZ0jdfYMyWepXH777TcCYEBAACMjI1msWDGOHDlS53n0eSPq0qULnZycsnTusmXL0nQ4Tp8+nUeOHGFCQgILFy7MXbt2cfz48RwwYIB+/QofWLhwIYsVK6bTOSqViu7u7pTJZJKVpElISODKlStZtGhRFihQgHPnztVrVn+auLlpZbXEARwN0BZgbYB9tbVe3Nxy9nokRKlU5pkKA0lER0dz7NixlMlkdHBwyHBL9dGjRyxZsiS/+OKLPGOlZYXPUrl0796dDRs2JEnOnTuX+fLl07lUdtLTib7+CJo2bZpu1Vtt+Fix3Llzh7NmzWLjxo05f/58fvPNN5pj7dq1y5EERG2DFJKT1EXSy8sr2+urVCoePHiQVapUoVwu59ChQ/n06dNsz5slbGy0skC+BzgmWUTYM20tF1tbw1xXFvj4+3Dnzp0UEWR5iXPnztHW1pZmZmb09PRM14r566+/mC9fPrq4uOQ5Raotn51yefnyJU1MTLhy5Uq+ffuWlpaWWeqE9+LFC9apU4dHjhzRg5RklSpVstQZLy0WLVrErl27ctOmTTxx4gQjIiL4xRdfcPLkyRw1ahS///57SdbJjN27dxOA1iValixZkqEPSReuXLnCVq1aEQA7dOjAGzduZHvOLBMZmSrzPq1XNMCCACOysi0mk6lLx+QR3r59y7dv3/L9+/c0NTXlypUrDS1SlomJieH333+vsWLu3r2b5ridO3cSABcuXJjDEuYMn51yWb16NY2NjRkeHs6ZM2cyf/78WfI5qFQqNmzYkJ06ddKDlGTRokUl+dI9ffqU9evXZ2hoKENCQti+fXsuXryYPXr0YK9evbh3794cS+46duwYgYxL7STh5eVFAJwxY0a21nz8+DH79+9PAKxZsyb/+OMPwz8p+vtrpSCuA7QCOAVgQ4BfADyli4LRQ6i2PoiLi2Px4sU5c+ZMkmTbtm3ZpUsXA0uVfc6fP6+xYpYtW5amFZNkmWfajfOjGnN54cHhs1MujRo1opOTE1+9esWCBQtmyzpI6q6oa92hzFAoFJTJZFy/fn2257p37x63b99OUl2Hq3r16rx48SKPHTuWpWKd2SEp/PvatWsZjkvqIunu7p5lRRAZGckZM2bQzMyMJUuWpJeXV+7JkL50SSvl8C9AANz24ferAIsBfK6tcrl0ydBXqjVDhw6llZUVlUolFy5cyAIFCuR4NKM+iImJ4bhx4yiTydi0adNUSb9KpZLOzs40Nzfnv//+m/LkW7fUvrM0asxRJlO/7+amqTGX2/islMvt27cJgPv27eP//vc/FihQIFsRG+/fv2exYsUkL//y6tUr7Z5mtCTpBv306VPevHmTpLqqb7du3SSZX1vu379PAPzzzz/THZPURXLQoEFZCphQKBRcv349S5UqRTMzM06dOjXHKiVrjZaWy0uAcoCKZO/ZAzz5iVkupDpMHgDPnDnDK1euEMAnVVH4woULrFKlCvPly8elS5emsGJiYmLYqFEjli1bVp3aEBSkDicHMg/6SDreoUOuy2/6rJTL//73PxYpUoSPHz+mubk5p02blu05p0yZwsKFC0ta5vzevXuZ3oSzS+vWrfU6f1qEh4cTAA8cOJDm8ZMnT9LU1JTOzs5Zaut8/Phx1q5dmwDYt29frbbfcpqXL1/y4I4d/5VsyeTVAeCRD/8O+mC5hH2CPheVSkVbW1u6uLhQqVSyWLFi2d4SzW3ExMRw/PjxaVoxT58+Zfny5fmDlRVVWagxR2NjdQJtJknUOclno1wUCgXLlStHV1dXjh8/noUKFdK6t3lGBH/or5FZ90Bd+OuvvwhAY2VIzYMHD/TWhyYjEhISCEBT6DE5Fy9epLm5OTt16qTzdkhAQAA7duzIpMKCyRt6GZqXL19y//79dHNzo52dHfFhq+uRljePQICtoQ5DrgNwn7Y3mzwULZbE3LlzWaBAAUZFRbF3795s0qSJoUXSCxcvXmTVqlWZL18+LlmyRPMg9XT0aBLQ+sEj3VcuqTH32SiXkydPEgAPHz5MMzMzenh4SDZ3t27daGdnJ5mj2MfHhwAkDZP92BIwRFtZkixQoECqqrf+/v4sXLiwzl0knz9/zuHDh1Mul9PW1pb79+83uLM+PDyc+/bt45gxY1Iok8qVK3Pw4MHcvn272qLSMs8lKy+VkVGezHMJCQmhTCbjli1bNE3T3rx5Y2ix9ML79+85YcIEymQyNmnShE9/+EHa70EuqDH32SiX/v37s2rVqhw9ejSLFCkiaS2wJMUl1R7x1q1bCUAyh+aKFSsYGhqa7o03J2/I5cuX10QFkeqcBl27SL5//57z58+nhYUFixQpwhUrVhjM+ZtcmSRtyQGgjY0NhwwZQm9v77S7huo5Q/+7evVyNBJQKtq2bcvWrVtr2mLv27fP0CLplYsXL7KttTXfS2GxJH/lghpzn4VyiYyMpLm5OSdOnEhTU1POnz9f0vlVKhWrVauW7Yq/SXh6etLCwkKSufz8/NLdikpCpVLppcJwWtjZ2dHtw1N1cHAwy5Urp3UXSaVSSW9vb1aoUIEmJiYcN25clrY2Y2Nj6e3tzUmTJvH333/X6dwXL15w7969HD16NGvVqqVRJra2thkrk7TQQ20xlbExX9Sty5YtWxIArays6OnpKXlhVX2xfft2AmBQUBCrVq3KESNGGFokvaNo144KLfKedHrlghpzn55ySSMePMkS+O6771i8eHFpenB8xOrVq2lkZMSwsLBszzVt2jRaWVllex6VSsUmTZqwbt26GTrIL1++TCMjo0wrKktBixYt2K9fPz59+pQ2Nja0sbHRavvP19eX9vb2BMCvv/5ap/Dvt2/fcs+ePZw0aRJDQ0O5c+dO9uvXj9u3b8+0+dOLFy+4Z88ejho1KpUyGTp0KHfs2KFzdQcNeq6KfOXKFfbr14/GxsYsWLAgx44dm+vbIEdHR9PCwoKzZ8/m6NGjWblyZUOLpF+0tGCtAFYFWPfDa7e23wcD1pj7NJRLJvHgYfnz89fSpWlnZMSlS5fqRYSIiAhaWFik2PLJKiNGjGCDBg2yPU9SBvCZM2cyHJe8orK+Pp8knJyc6OjoyFq1arF8+fKZFgu9f/8+e/ToQQBs1KgRz507p/OaY8eOpYuLC+fPn8958+bR1taWV65cIUkOGzaMO3fuTDFepVJx4sSJrFmzpkaZVKlSRTNWigcIDTnQz+XJkyecNm0aixYtSrlczq+//prnz583uH8qPQYNGkRra2tNDcBPuge9lr43K4D+WbFeDOh7y9vKRYd48MQPPxVt2+ptL3L06NEsWbJktovR9ezZkx2yadLGxMSwQoUK7NGjh1bjk1dUnjp1qvY3Hh0zh7/77jtaWFiwRIkS6ZbFINUl2MeOHUtjY2NWqFCBO3bsyFIQQmxsLMeOHatJUFuzZg2HDh3KhQsX0sXFhU5OTryURrKhq6urfpRJWnzoRJntPfdMtntjYmK4du1aVqtWjQBob2/PnTt3pmjbnRvw9fUlAP7xxx80MjLi2rVrDS2S/tCyxlyWlAtg0KjBvKtcsthzXJ/x4ElJmh8/CetKmzZt+O2332Zrjh9++IEmJiY6P/UtW7aMAOjq6pr+zTyLmcMxMTEsV64c5XJ5uj6e+Ph4Ll++nJaWlixYsCAXLFiQor10Vti/fz9dXV05fPhwfvPNN4yOjuaCBQvo5ubG3bt3s23btinWyOkn+sePH3OMmRnjjYyy/n3WITpIqVTyyJEjbN++PQGwXLlyXLhwYYb+q1evXnHOnDma5nr6RKlU0tramoMHD2bz5s359ddf631Ng6Bljbkk5WIHdUj6YIDh2n4/DJjvlDeVSzZ7jmteeogHb9euHZs1a5atOerUqZOtftthYWE0NzfnpEmTsnR+Uhhonz59Uj7VZiNzOD4+nh07dqSJiQmLFy+eak2VSsV9+/bRxsaGcrmcI0eOlKwybmRkJHv16sXp06fTy8uLffv2TSHDl19+mWlJGn2hVCrZvn17litXjhHXruV4ZvaNGzc4ePBgmpqa0tzcnN7e3qmU64MHDzhr1ix6eHiwR48e6bYCl5LZs2fTwsKC06ZNo6WlZZaSanM9WlZqIMCQDz8TAE4G2EmX+5yBKjXkPeWSy3uOHzhwgAA0e/pZoVy5cpw1a1aWz3dxcWGJEiWyFSG0d+9empiYsEuXLuqn+mxYiiozM/7csCFNTU05atQo5s+fP8Vaf//9N7/44gsCYKdOnRgQEJBluZ8+fcqHDx+mCMH19/fnwIEDNb+PHj2ajRs3poeHB/v27UtnZ2etGsXpgzVr1jB5u22S/1mGtrZpW4a2turjEjprnz9/Tg8PD967dy/VjdzLy4ve3t4kyTNnzvDgwYM8efIkJ06cyHHjxvHt27eSyZFEUFAQAWgKO6a1dZmXeffuHe9t356le9ZTgBa6nGOgzy5vKZc80HM8MTGRFStWzFYvlqlTp2Y5Z+by5cuUqv/JsWPHaG5uzvWVKmXrM07yJdzu25fbtm0jAMbFxfHRo0fs06cPAdDOzo4nTpzQWcanT5/yl19+4YgRIzS+hL59+6YY8/z5c86YMYOTJk2is7MzZ86cybCwMO7cuZO7d+82WJju/fv3mT9/frq6uqY/KBdUw/3pp580oex79uxhnz592KhRI/r7+3PkyJE8fPiwXtZt1aoV27Zty0KFCnHu3Ll6WUNfREVF8ebNm/Tx8eGqVas4fvx49ujRg/Xr16elpSUBddSXNn8/0QDfJvvdE2ALXf4GheWiBXmk5/jChQtpZmaWpQZcKpWKCQkJWXJeq1QqOjg40M7OTrLkuQdTpkj6efuPGUMAdHNzY758+Vi6dGlu2LBB622PJ0+ecNeuXRw+fDirVq3KpGiuGjVqcOTIkdy9ezdfvHiR6ryAgADOmzePBw4cyBWFLBUKBZs1a0YbGxtJ69Lpg8OHD9PR0ZHLly9n586d2apVK42y8fPzk7xwaxJbtmyhTCajo6MjW7RooZc1pEKlUvHly5ds1KgRixcvrvleAqCpqSmrVKlCR0dHDh8+nAsXLuQvv/zCc3/8oVUQRyDAevjP5+IEMFjbvznhc9GCPNRzPDw8nKamppI0udKFpGZcp06dkmbCD5aiVJnDKoAJRkasBDBfvnycOXNmpjlHT5484c6dO9NUJq6urvz111+z1I/H0CxcuJAymYwXLlwwtCgZcvfuXcbGxjIgIICTJk1it27dOGDAAE1R0HHjxmm+51IHQiQlP3/11Vc0NjZmZGSkpPNnRPJWy7o86M2ePZtz586lt7c3L1y4wLCwsBTnP3nyhOvWrWOXLl2YL18+PtDnPQ0Q0WJakU48uBvUkRRAylC9Dh80fV2omyxdzeg/QA/x4C4uLqxUqVKOOSLfv39PKysrOjk5STepHizFBIDHAR46dCjNJZO2q4YNG8YqVapolEnNmjU5atQo7tmzJ8+2wE3i+vXrNDEx4eTJkw0tSqZs2bKF9erV4/jx47lr1y7OmTNHU2EhOjqaTZo00Wv9LxcXF1pZWREAfXx8JJs3MTGRwcHBPHv2LDdv3sxZs2axf//+PHbsmOZ4Zudro0xVKhVv3LjBuXPnslGjRgRAuVzOVq1a0dPTk2/799dbjTmR56It6cSD+wIMReo48LfJ/v0b1BVlc1LDJ/k+MtqPDgkJYefOndm8eXN2796d0dHRHDhwoKYTX4sWLfjy5Uut1ps/fz5NTEx4//59aS5Az5ai7wefUFhYGHfs2MGhQ4d+ssokOfHx8axbty5r166d7XyonCIuLo4XLlxgQkIC9+3bp7FUFi5cqNkSS/6kLyWnT58mAJYqVUqnduQKhYKhoaE8d+4ct2/fzjlz5nDQoEFs06YNK1WqRCMjIybfuipTpkym/ewjIiK4Zs0adu/enTNnzkw3dDshIYGnTp2iu7s7K1WqRAC0sLCgs7Mzvb29U26X56EdGV2RkSRyO1FRQOHC6o8rHSoBOAigXhrHtgL4EcC1jNaQyYDISMDCImsypkGTJk1gaWmJ48ePp3n89evXMDIygqWlJebMmQNbW1u0a9cOpqam8PHxwZ9//okVK1bA0tIyw3WePXuGKlWqYMSIEfD09JRGeHd3YO1aQKFId0gcgG8B3AaQH0BJAGsB2GYytQLAP/b2ONCmDeLj41GkSBGULVsW+fPnR/78+dGyZUuULFlSmuvIZUyfPh1LlizB5cuXUb9+fUOLozNPnz6Fq6srIiMj0bNnT3Tv3h3lypUDSbx//x6enp4YNmwYypQpI8l6KpUK1tbWyJ8/P+RyOW5fvgw8fAjGxeF1dDQCZTIEhYcjODgYjx490vwMCQlBYmKiZp4SJUrA2toalSpVSvXTysoKZmZmaa5PEjt27MDLly/RvHlz9OrVC//88w+KFi0KY2PjNM+pXbs2bt26hfLly8PJyQlOTk5o3bo18uXLl/ZFOjoCZ89m+LemM8bGQJs2wIkT0s2pKwZTa7qgRTz4x5YLAfYHWP7D64YWWv7OL78wICCA9+7dY3BwMMPCwhgeHs53794xJiZGa1M4iaQifBlloiexfPlybt68WbM/O3z4cK19J4MGDWKxYsWkDQnVInM4FupGVkk+mdUAW2n7RPXBUlSpVLm2DInU+Pn5US6X57nIp7T4uGqBSqXi6dOnaWFhQRMTE7q4uGSrGGqSg/zy5csc26EDV8vlfABQ+dH3SAnwAcB1+fLxmxo1+M0333DChAlcs2YNf//9d966dStbAROxsbHs2rUrv/jiCyYkJLBatWqcMWMGXVxc+M8//6SqbpCUoHr16lXtv9d5IAo2K+QNy+Xvv4GmTTMcUgnpWy7bAPwK4I9MlmkC4LIW4piamsLExCTTn8bGxrh8+TLKli2LOnXqYMyYMWjbtm2qJ56YmBg4Ojpi7969KFu2LACgYcOGOH78OIoXL64ZRxIBAQEICwvTrBEUFIRBgwZh+vTp6NevX7qymJiYQC6Xa3F10MpSTIsrAHoCeKTNYD1YirmZ9+/fo379+rC0tMTFixfTferN67x79w6bNm3CqlWr8PjxY7Ru3Rrjxo1D165dU33/3r17l8riSPr56NEjFI+OxjoAjgASAZhktLCxsfrJv0MHYN06wNpakushialTp+LYsWM4deoUtm3bhhIlSqB48eI4cOAAHB0d4ezsDJKQyWRZX2jjRmDYMElk1sw3ZIh082WBvKFcrl0DMtlCqIT0lQug3rYJA1Asgzlu79yJCGtrJCYmIiEhQZKfV65cwf3799GhQwd8//33qZQLSXTo0AEeHh5o0aIFAODo0aM4fvw4li5dChMTkxRjR44cifXr12f2iaWJkZFRmsrn4/dqJiRg6/XrOs/fH0BRACu1PcHfH6hXT+d18iLu7u7YsGED/P39Ub16dUOLo3cUCgV27tyJ5cuX48aNGyhevDjs7OxQoEABhIWFITg4GBEREZrx5ubmKbaqnMLD0e7gQchVKsiUSu0XNjZWv1avBoYOzfZ1HD9+HAkJCfj333+RL18+TJ06VXPMx8cHv/32G7Zs2ZJ95QIA8+cDM2ZkU+IP80yblv15skneeHyytVU/6WqpB98BeA+g7IffD0KtVIpmdJJMhppOTpI/SYeGhqJSpUr46quv4OjomOq4s7Mzxo8fr1EsALBjxw64ubmlUCxqEWVYtmwZZs2ahcTERBw+fBhjx47FTz/9BHt7+zQVXFaUYoWnTwEdlcsCAA8BnNbhHFVsLFQKBUimutZPidOnT2P16tX48ccfP1nFsn//fvz9998pLJDXr19rjr958wZnz56FsbExatWqBVdXV9SrV0+jTEqUKPHfzXn+fOCnn7ImiEKhfg0bBrx4AUyfnq3rUiqVeP36Ndzd3dGnTx+4u7ujQIECAIDo6GjY29sDQPYVC6CWtVQpwM3tv+vQliSlumaNwS2WJPKG5QKoFUxgYKq3RwA4AuA51AqkINQ3OGcAsQDkAEoAWIb0rRrN/A8eSCpyEt988w3u3r2LgICAFF/CvXv3YsSIEahbty7kcjmGDRsGJycnNGzYENevX4epqWm6c8bFxaFGjRqoVasWfv/9d2kF1sJSTM4yALsBnAJgqcMyBz08cD4qCpUrV4aFhQU6d+6MEiVK6CRqbiciIgJ2dnawtbXFqVOntN+azAXEx8fj8ePHCA4ORlxcHGxtbVGjRg0olUqN9a1QKHDy5Ek4OTnBysoqTYd5pUqVULp0aYSFhWH16tXYsGEDoqOj0bNnT4wfPx6NGzf+b1EDbA+RxN27d3H48GGcOnUKf/zxh+ZhZ/PmzXj9+jWio6Px888/o0uXLqhXrx7Onj2L169fY+PGjdI/MAQHAyNGACdP/rfdlx562g6UBEM4erKEHnuO6zse/MyZMwTA8PDwVMcUCgXj4uIYHR2tadWrTfjxokWLaGxszDt37kguL6OitK7W6gmwAcA3On7mKoALp0/nsGHD2KlTJ86YMYMzZszQSyM3QzJw4EAWLFiQjx490mr806dP6efnp3FCnzt3jl26dGHLli25f/9+SWVLSEhgUFAQT58+zU2bNnHGjBns168fmzdvznLlylEmkxFQh+rK5XJaWVnxu+++44kTJxgVFcW4uDiGhoYyLCxMp3yuyMhIrlq1ijY2NgRABwcHdUvm+/dzzLGdmJjIP//8k+PHj6etrS0B0NzcnN27d2dYWJjGGX/gwAGOGjWKhw8fZrdu3fj777/z3LlzPHnypGT/D+ligBpzUpJ3lEsejgdXqVSsWbMm//77b0nme/bsmaazoN7QIlos9MONpzL+65DXWMvPO9HaWrNU+/btNT+1iazLKxw6dIgAuGnTJq3Gx8bGsn379pTL5Tx//jxJdXO1o0eP8u3bt2zSpIlOOT8KhYKPHz+mr68vt23bxtmzZ3PgwIFs1aoVraysUuR6yGQylitXjs2bN2e/fv04Y8YMbtq0iadPn2ZQUJBeer4oFAoePHiQrVq1IgD6mplRKZdL/+D4obxTREQE9+zZw379+rFIkSIEwNKlS3P48OH8/fff02ztkDziy6B9b3JBjTldyRs+FwCoWVNt+ukrHrxGDenm/AiZTIYxY8bg6tWraNSoUbb3Z2fOnAkTExPMmjVLIglTw06dwJ9/hlylSndMeajvTLqilMlwq2JFJF65gps3b8LBwQEA0Lt373TzDfIaL1++xLBhw9C1a1cMGjRIq3NMTExw8uRJzJo1C9HR0QCAqKgo2NnZwdLSEuXKlcObN29QqlQpAABJPH/+PN2Iq8ePH6fI9ShVqpRmu6pZs2Yptq8qVqyYfh6GnjAyMkK3bt3QrVs33N63DzWdnbU67w8AMwCooM6ZmgRgQHqDFQrg5EkMbd4c2//5B4mJibCzs8OoUaPg5OQEe3v7DLcqZTIZqH4IN6xf0MIizwW/5B3lAqj3FGvWlEy5EOobnZGXFyRwx2VI//790axZM/Tp0weFChXK8jzXr1/XhHoWLZphiEKWIIljx45hm68vdmegWLKDEYl/GjbE0YULUb58eXTs2BGHDh1KlfiWVyEJV1dXKJVKbNiwQeuHiaSbnImJCZ4/fw4A+N///ofRo0fj1KlT+P7771GuXDnNeJlMBhsbG8TGxgIAihUrplEY9evXT6E8rKysYG5uLvGVSkfNc+cy9y9A/TfbD8CfAOpAHfZeHcDXUPtb0yIRQJfHj1Fn2TJ89dVXsNbRLyGTyaRx2H9uGNRuygoS93MZDLBnz545UinX3d2djRs3Tnd/WqlU8vXr1+nWNVKpVGzVqhWrV6+eZRM96To/LsanUql45MgRTf0jBwcHvmrQgCo9VKG+WaYMd+zYoVl73Lhx7NmzJ9u1a8cDBw5k6bpyEzt27CAA7tmzJ8NxHyfZJf2+bt06TYmVLVu2cNy4cYyNjeWUKVPo4eFB8r//vzNnzvDGjRs5WtRRL2jZ7lcFsCjUZZ8I8DrAsgDjMzvXgAUcP1fyTuhKEkOHAvPmSTPX/PnovG8fTpw4oYnQ0iejRo3C5cuXsWvXrjSPP3z4EMWKFcPFixfTPH7w4EH4+vpi+fLlOpvot2/fRp8+fdC6dWsASLEVQBLOzs7o0qULTE1NcfLkSVy4cAHF9u2DTOpkP2NjHO3eHXFxcZq3VCoVxowZA2dnZ4SFhUm7Xg7z5MkTjBkzBt999x2cnZ0RGRmJGzdu4NChQ1i5ciXGjRuH7t27o169enjy5EmKc5Oejm1sbJCQkAAAiIyMhEqlgpmZGapWrYqXL1+mGNumTRvY2dmhYMH0ntvzAFFRQFCQVkNlUCdEfw3ACsAXUCdJpx9X+YHAQODDVqMgZ8hb22JJSBgP/g2AunXromfPnmjatCl++uknDB48WC9iV6tWDY6OjlizZg369++f6nhSXkCxYqlTPePj4zFx4kR07NgRnTp10nrNx48fY/ny5bhz5w7at28Pc3NzBAYGwsbGRjNGoVBg+PDhcHV1Rdu2bf/bArC2ViejSRkaumYNCsTHIyAgADdv3kRISAhIolSpUnjz5k0KpZMXiImJQUhICIKDgxEcHAxPT0/ExcXh1q1bKFasGN68eaMZa2ZmpgnNdXBwgCqdbceXL1/izJkzKF++PEqVKoV///0XzZs3R8GCBTHjQ5LdJ7VNExioti+0QAFgHoDfALQE8A8AJwA3ARTP4DyQwMOHec5vkZfJm8oFUFsw7drpHg/epk2qeHBbW1v4+fnB3d0dQ4YMwfnz5/HTTz/pZY96zJgxcHJywuXLl1PG9yNj5bJ69WqEhITAx8dHq3Vu3ryJZcuWgSQ6duyIH3/8EVFRUZg7d26qQpgmJibo0KFD2jesoUPVyWhSZQ4PGYKRKhV27dqF8ePHw9LSEgMGDED16tXTvG5DExcXp8n1SMtpHh4erhkrl8uhUqlQr149NGrUCL17907h9yhVqlSmSuH58+fYtm0bSpYsiVevXqFr165wcHBAYmIiKlSo8Gkmm8bHaz30GoCnUCsWAGgEdWCJP4AOEq4jyD55J4kyI27fBry8gKNHUz8FyWSAjQ3QqRPg6pppVNj27dsxcuRI2NjYYN++fahWrZqkoiqVStjY2KBVq1bYtm1bimPbtm3DwIEDER8fnyKBMjw8HFWqVIGLiwtWr16d4fwKhQIrVqzAH3/8gYYNGyIqKgrr1q3THG/cuDHWr1+PevXqgdShZMXGjXrNHNZJFglJTExEaGhousrj6dOnmrFGRkaoUKFCmomCMpkMHTt2RN++fVN83gIt0CFp9wXUVbcvA6gBdVWIxlArnYqZnfwZlRvKDXwayiU50dFq8zc+HsiXT515r2NJl4CAAPTs2RNPnjzBxo0b0bt3b0lFXLJkCWbOnImwsDB1RvoHmXdt2YI1Gzbgr/DwFDKPHDkSv/76q8YnkxEkcf/+fY1SbNq0KdauXasp77548WJYWFhg9OjRugsuceZw0raQPqNxlEolnjx5kq7yCAsLSyFHuXLl0i3NXr58+TQLTiqVSrRq1QpPnz7F9evX87b/wxBERwOFCmm9NfYL1OWG5FCHI08F0Cezkz6zQqm5gU9PuUhEVFQUhg8fjt27d2P06NHw9PSULA/g9evXaF+2LDY0bAj78HC1M/Nja6tyZaBzZ9xr0wY1e/bE8uXLMXbsWJ3XWrRoESpUqIC+fftCpVLBy8sLpUqVwjfffJN1a0EiS1EKa0WlUmWa66FIpgRLly6drvKoWLFihiV30mPp0qWYMmUKfH19U9SIE+hAOuWdJJ1fT+WdBGmTd30ueqZgwYLYtWsXWrRogXHjxuHy5cvYs2cPKlWqlL2Jg4NRbMQI+CckQOHnl/YYEggMBNeuRbXVq+Frbo4mOjjxk1AqlYiNjdWU7ZfL5Xjx4gUCAgLwzTffZP3GXrMmsGqV+t9ZtBQvXryIkiVLokqVKhmOI4mXL1+mqzxCQkIQn2wvvXjx4hplYW9vn6opVP78+bN2zekQEBCAGTNmpCo+KtANVceOwNq1GSbtZhljY/XDjiBHEZaLFly5cgXOzs6IiIjA9u3b0bVr16xNlEW/hUouh9zUNMMy4kn/jUkKI8kqWLZsGYKCgvDzzz8DUFdyffPmDSpWzHSHWq9YWVnBxcUFP/zwA968eaPp4ZFWX4/3799rzitSpIgm4iqtAokWObjtkZCQgKZNmyI+Ph7//vvvJ1NdICdRqVT47bffsHXyZPweHKy/hW7f1msVDkEa5HBeTZ7lzZs3/OqrrwiAU6ZMSTfRMV3mzZMmCXHevBTTqlQqHjhwgK1bt2ZMTEyqZS9dusShQ4dqjhmi6+O7d+947do1HjhwgCtWrKC7uzsLFSrEokWLsmDBgpr6VoC617idnR2dnJzo7u7OFStW8MCBA7x27Zq0nTYlYObMmTQ2NuaVK1cMLUqeQ6VS8ejRo2zQoAEBsGPHjnzXpIn0xWmT1RYT5CxCueiASqXikiVLaGRkxJYtW/Lp06fanShxVQFu3EilUsnffvuNdevWJQC2adOGISEhqZYODQ3V+005OjqaAQEB9PHx4erVqzl+/Hh+/fXXrF+/vqZAYNIrf/78rFGjBosWLcoqVapw6dKl3Lt3L69cucJXr17lmZbHly9fppGREWfPnm1oUfIc586dY4sWLQiAzZs3p6+vr/rAJ9ru93NFbItlgfPnz6N3795QKpX45Zdf0LZt2/QHBwerfRQSJQcSgMrUFF9Vroyjd++ibdu28PDwQMuWLTM9N6vExcVpEgXT2rpKyhoH1C2grays0nWalyxZEjKZDD169EBCQgKOHDmiN7n1RWxsLBo0aIACBQrAz8/v08w90QNXr17FjBkzcPToUdSrVw8LFixAx44dU/r+PsF2v58rwqGfBVq0aIFr166hT58+6NChA+bMmYNp06alXV11xAhJqzjLAKgSEvBDeDimnjsniRM5ISEhw1yPZ8+eacYaGRmhYsWKsLa2hp2dHZycnFIojzJlymjVEMvS0hL37t3LtuyGYNq0aQgODsbVq1eFYtGCu3fvYtasWdi7dy+qVauGPXv24Jtvvkn7e6KHpF2BgTC06ZSXUSgUnDlzJmUyGTt27Ji6yZeWPWjcAFp92Dby18Xk16EHjUqlolKp5O3bt7ls2TK6uLiwRYsWrFChAuVyuWbbSi6Xs0KFCmzZsiVdXFzo4eHBLVu28M8//+SjR4909zWlw7hx41ijRg1J5spJzp49SwD09PQ0tCi5nkePHnHQoEGUy+WsWLEiN2/erP33Z8MG9ZaWrj4YY2P1eRs36vfiBJkilIsEHDt2jMWKFWP58uX5119//XdAy+6ZvlA33rLSRbkk656pVCoZGhrK8+fPc/v27Tx06JDmfaVSyfj4eK5cuZJly5YlAJYtW5YODg7s27cvp0+fzo0bN/LUqVMMDAzUdMPUN3PmzGHp0qVzZC2piIiIoJWVFVu2bJmqqrTgP549e0Y3NzeamJiwZMmSXLVqFePi4nSfKChI7YxP+r5n9vcAqMcLH0uuQCgXiXj8+DGbNWtGY2NjrlixQu2Y1rKMeNJLJ+UCMCx/ftra2tLU1DSF07xkyZLs2rUrt27dysOHD3P79u08duwY7927x9jYWEN/VCTJVatWMV++fIYWQyeGDBlCCwsLBombV5q8efOGU6dOpbm5OS0tLblgwQJp2lbn8Xa/nyvC5yIRFSpUgK+vL6ZMmYJx48bhytmz8A4K0msTsrKxsXDu1AnlqlVL0RSqQIECelxVGooUKYL4+HjExcXlifyQe/fuYevWrVi7dq3OzaY+daKjo7Fq1SosWbIEiYmJGDt2LCZNmoQiRYpIs4AESbsCA2Bo7fYpsn//fjYvUEDnsEldLRcC6n7aeRAfHx8C0D6c28AolUo+ePAgz4RK5wRxcXFcuXIlS5YsSRMTE7q5ufHZs2eGFkuQS8h7zcLyAF9//TV2f1TxWG/k0TLiSU+17969M6wgWiKXy2FjY/Np9VHJIgqFAps3b0bVqlUxbtw4dOnSBQ8ePMCqVatQunRpQ4snyCUI5aInyidrxqVXJCqmmdMk9ZR5+/atYQX5iJs3byIxMRH8kP6V9BP4xBp0ZQGVSoU9e/agVq1aGDJkCJo2bYpbt25h8+bNsLKyMrR4glyGUC76wtZWXSFYC0ZA3fAoDMCXUPer0AqZTL1OHiQ3Wi5z5szBH3/8ARMTE40ikclkKRTM5whJTX+g3r17w9bWFlevXsWvv/6K6tWrG1o8QS5FOPT1hYWFumy+FmXEs9xaysYmzzozk5RLbrFc/v77b5w7dw6nT5/GypUrER0djcDAQLi7u6PeZ9xg6ty5c5g2bRouXryIFi1a4Pz58/jiiy8MLZYgDyAsF33SubO63Lc+yONlxM3MzGBqapprlMuTJ08QEhKC8ePHw8/PD46OjujQoQM8PDwQGhpqaPFynH///RcdO3ZEq1atEBsbi2PHjsHX11coFoHWCOWiT0aOlLT0SwoUCnUzrjyKTCZDkSJFcsW22KJFi1CjRg0cPnwYDx48wLx589CoUSN89913qFOnDoKCggwtYo5x584d9OzZE/b29ggJCcG+fftw5coVfPnll5+9z0mgG0K56JOaNdVtfqW2XoyN1fPm8f4UlpaWBrdc4uPj4efnhy5duuDKlSvw8fGB7Qc/FkmcP38+T+ThZJdHjx5h4MCBqF27Nq5cuYKtW7fi5s2b2WsqJ/isEVWR9Y3EVZEBAGZm6uZHeTyZr1mzZqhZsyY2bdpkUDnOnDmD3bt3IzIyEq9fv8bixYvx+PFjnDx5EqamplixYoVB5dMnz549w/z587F+/XoULVoUM2fOxNChQyVr6S34fBEOfX1jba3uICllGfE1a/K8YgFyh+UCAG3btkVISAi6du2K4OBg9OzZE2XKlMHZs2dhampqaPH0wps3b7BkyRKsWrUKZmZmmDt3LsaMGZMnqjsI8gZiWywnGDoUmDdPmrk+oTLiucXnAgAlSpTAjz/+iLi4OFStWhWlS5fG8+fPDS2W5ERHR2PevHmwtrbGmjVrMGHCBAQFBWHKlClCsQgkRVguOcX06UCpUoCbm9oZr4uj39gYMDaG4scfcbZyZVR59AiVKlXSm6g5RZEiRXDnzh1DiwEA6Nq1K0JCQrBgwQIsWLAADRo0MLRIkhIXF4d169Zh/vz5iIiIwKhRozB16lSULFnS0KIJPlGE5ZKTDB2q9pW0aaP+PTNHf9LxNm0Q6OODRS9fYteuXRg8eDCOHz+uX1lzgNyyLZbkdhwwYAAmTZr0SSkWhUKBTZs2oWrVqpgwYQKcnJzw4MEDrFixQigWgV4RyiWnsbYGTpwAbt1ShxKnlcmflHnv6grcvg3l0aP4zd8f1apVw5YtWzBkyBAEBQUhPo/WFUsiN2yLxcfH4969e1CpVLCwsEC7du0MKo9UqFQq/Prrr6hZsyaGDh0KBwcH3Lp1Cxs3bkTFihUNLZ7gM0AoF0ORVEb8wQMgMhLw9wcuXVL/jIxUv79qFVCjBoyMjPDgwQM0atQISqUSKpUKBQoUwNKlS9GpUyeEhYUZ+mqyhKWlJSIiIqBUKg0mw4wZM9CwYUO8evXKYDJICUkcOXIEDRo0wLfffouqVavC398fu3fvRrVq1QwtnuAzQvhccgMWFkA6JUZUKhXkcjksLCywceNGGBsbIzAwEMOGDYOLiwu8vLzg4uKCAwcOoHDhwjkrdzZJKgETGRkpXe8PHTh//jw8PT2xaNGiT2KLyNfXF9OmTcNff/2Fli1b4sKFC2jevLmhxRJ8pgjLJZdz+PBheHh4YPny5UhMTMTdu3fh4OCAli1bAgD69euHpk2b5slEN0PWF4uOjsbAgQPh4OCACRMm5Pj6UvLPP//A0dERrVu3Rnx8PI4fP44///xTKBaBQRGWSy6ne/fuOHbsGIYNGwZ7e3s0a9YM3bt3x7Nnz7Bv3z7Exsbi1atXeTKMNKnsviH8LhMnTsTz589x/PhxGBkZ5fj62nL+/HmUK1cOlStXBskUDxEJCQno168f9u7dixo1amD//v3o0aNHnnzQEHx6COWSB/Dy8kJwcDBMTU3x/fff4/r16wgPD0f+/PkxYMAAlClTBkZGRqluPrkdQ1kux44dw7p16/Dzzz9rSr3kNhISEuDs7IyAgAC4ubnB1dU1Vda8iYkJqlatim3btqFv3765WkkKPj9E+Zc8RGBgIFq3bo127dph69athhYn27x9+xZFixbF3r170bNnzxxbs3bt2qhduzaOHTuW65Txy5cv4eLigl9//RUhISGIjIzEP//8A3t7+1QViZP+dHPbNQgEgPC55ClsbGwQFBSEQoUKwc3NDVFRUYYWKVsULlwYMpksR7fFxowZg5iYGGzatClX3pRDQkLg5+eHdevWwc7ODrVq1YKZmRn8/f01/9/JlUpuvAaBABDKJc9hYmKCVatW4bvvvkPBggU176tUKpw4cSJP5b7I5XIUKlQox7bF9u3bh127dmHNmjUoX758jqypK6VLl0avXr3w66+/4tGjR7C0tESNGjUQFRWlqWYgFIogLyC2xfI4Sf99L168QOXKlVGzZk3s3bsX1nmksKW1tTX69OmD+fPn63Wd58+fo3bt2mjVqhX27duXa2/Qvr6+eP/+PYKDg3Hr1i389NNPAID9+/fjypUrMDY2xtChQ0XPekGuR1gueZykrZHSpUvjwoULePPmDRo0aIDDhw8bWjStKFKkiN4tF5IYPnw4jIyM4OXllWsVC6COoDt37hxGjRoFPz8/uLq6Ijg4GMeOHcPBgwdRrlw5oVgEeQKhXD4hGjRogKtXr6J169bo1q0bJk2ahMTEREOLlSGWlpZ697ls3boVPj4+WL9+PUqUKKHXtbJC8s2D/Pnzw8LCApMnT0ZcXBwuX74Ma2trtGrVCtevX8fIkSMNKKlAoD1CuXxiWFpa4rfffsOyZcuwYsUKtG3bFk+ePDG0WOmib8slJCQEY8eOxYABA9CtWze9rZMVSOLo0aOIiYnRvFemTBmEhoaiVq1auH37NoYOHQpAnSz7qfaWEXyaCJ/LJ8zFixfRu3dvJCQkYNeuXWjfvr2hRUrFkCFDcOvWLVy6dEnyuVUqFdq3b4+HDx/i5s2buao8ztmzZzFt2jRcunQJXl5eGD58uGa7Lqnkj0CQlxHf4E+Y5s2bw9/fH/Xq1YOjoyPmzJlj0CKRaaHPyshr1qzB2bNnsWXLllyjWC5fvowOHTqgbdu2UCqVOHnyZArFAqij6MQznyCvI5TLJ06JEiVw9OhReHh4YM6cOejcuTNevnxpaLE06Kuny7179zBlyhSMGTMmV5TRDwgIQI8ePdCkSRM8e/YMBw4cwN9//4327dunGWCQm4MOBAJtEMrlM8DIyAgeHh44fvw4/P39Ub9+fVy8eNHQYgH4z3KR8kldoVDAxcUFFSpUwOLFiyWbNysEBgaif//+qFOnDm7cuAFvb29cv34d3bt3FwpE8EkjlMtnRIcOHeDv749KlSqhdevWWL58ucG3X4oUKYKEhATExsZKNufixYtx5coVbN++Hebm5pLNqwtPnjyBq6srqlevjtOnT+Pnn3/GnTt30K9fP1EDTPB5QMFnR0JCAidOnEgA7NGjB9++fWswWY4cOUIAfPLkiSTz+fv708TEhFOnTpVkPl15+fIlJ06cSDMzMxYtWpRLly7l+/fvDSKLQGBIRLTYZ8yhQ4cwYMAAFCtWDHv37jVI73g/Pz84ODggICAAtWrVytZc8fHxsLe3h1wux+XLl1NVEdYnkZGRWLFiBTw9PUESEyZMwPjx41GoUKEck0EgyE2IbbHPmG7duuHq1auwtLSEg4MD1q1bl+PbZEk9XaRw6nt4eODevXvw9vbOMcUSGxsLT09PVK5cGQsXLsTw4cMRHByM2bNnC8Ui+LwxrOEkyA3ExsZy5MiRBMC+ffsyKioqx9Z+9uwZAdDHxydb81y8eJFyuZwLFiyQSLKMSUhIoJeXF8uWLUtjY2OOGDGCoaGhObK2QJAXEJaLAGZmZli7di127tyJgwcPonHjxrh9+3aOrC2F5RITEwMXFxc0btwYkyZNkkiytFEqldi5cyeqV68OV1dXtGnTBnfu3IGXl1eurbQsEBgCoVwEGvr06YN//vkHMpkMjRo1ws6dO/W+ppmZGczMzLKVSDl58mQ8ffoU27dvh7GxfpqrksShQ4dQr1499OvXD3Z2drh+/Tp27NiRa7tZCgSGRCgXQQpq1KiBy5cv4+uvv0a/fv0wcuRIxMXF6XXN7NQXO3nyJH7++WcsWbIEVapUkVgyNadPn0bTpk3RvXt3lCpVCpcuXcLBgwdhZ2enl/UEgk8BoVwEqShQoAC2b9+O9evXY+vWrWjevDmCgoL0tl5Ws/TfvXuHQYMGoV27dhg1apTkcl26dAnt2rXTZNGfOnUKp06dQpMmTSRfSyD41BDKRZAmMpkMw4YNg5+fHyIiItCgQQMcPHhQL2tltb6Yu7s7oqKisGXLFkkLPd68eRPdunVDs2bNEB4ejkOHDsHPzy9XlJERCPIKQrkIMqR+/fr4999/0bZtW/To0QMTJ06UvEdMViyXAwcOwNvbG6tWrUKFChUkkePhw4fo27cv6tati1u3bmHnzp24du0anJycRKkWgUBHhHIRZErhwoWxf/9+eHp6YuXKlWjTpg3CwsIkm19XyyU8PBwjRoxAt27d4OLiku31w8LCMGLECFSvXh2+vr7w8vLCnTt30KdPH1GqRSDIIkK5CLRCJpNh/Pjx8PX1xaNHj1C/fn2cPHlSkrl1ceiTxIgRI0AS69evz5ZF8fLlS0yYMAG2trbYv38/lixZggcPHmD48OEwMTHJ8rwCgUAoF4GOODg4wN/fHw0aNMCXX36J2bNnZ7tHjC6tjr29vXHw4EGsW7cOJUuWzNJ6ERER8PDwQOXKlbFhwwZMmzYNQUFBGD9+PPLnz5+lOQUCwUcYOIlTkEdRKBScM2cOZTIZ27dvzxcvXmR5Lk9PTxYsWDDTcY8fP2ahQoXYr1+/LK0TExPDJUuWsGjRojQzM+OkSZP46tWrLM0lEAgyRlgugixhZGSEWbNm4cSJE7h+/Trq16+PCxcuZGkuS0tLREVFQaFQpDtGpVJh8ODBKFiwIFavXq3T/AkJCVi7di1sbW0xbdo09O7dG4GBgViyZAmKFSuWJZkFAkHGCOUiyBbt27eHv78/KleujNatW2PZsmU6F78sbmaGugBizpwBrl0DoqNTjVm7di1OnTqFzZs3a0rGZIZSqYS3tzeqV6+O0aNHo3379rh37x5+/vlnlC1bVicZBQKBjhjadBJ8GiQmJnLy5MkEwG7dumXeI+bWLdLNjbSxoQogk79kMtLGRn381i3ev3+f+fPnp6urq1ayqFQq/vbbb6xZs6amZ01AQED2L1IgEGiNUC4CSTl06BAtLS1pbW3NK1eupB4QFER26KBWIsbGKZXKx68Pxy8VLsyWFSpkWq1ZpVLxxIkTtLe3JwB26NCBly9f1tOVCgSCjBDbYgJJcXJywtWrV1G0aFE4ODjAy8vrv22yjRuBmjWBs2fVv2fgY0l+vEFEBM68eAGL3bvTHfrXX3+hbdu2cHR0hImJCc6cOYMTJ06gUaNGUlyWQCDQEaFcBJJjbW2NixcvYujQoXB1dUW/fv0Q7+EBDBsGxMVlrlQ+wgSAUUKC+vz581Mcu379Or766is0b94cb968gY+PDy5evIg2bdpIeEUCgUBXRJtjgV755ZdfcGHgQPyUkCDdpBs34n6LFvDw8MDu3btha2uLuXPnolevXpLWGBMIBFlHKBeBfgkOhqpGDcji4yFFdS4CSDQyQk0S8WXLwsPDAwMGDBAZ9QJBLkM/nZUEgiRGjIA8mxn8yZEBkCuVOF21Kkpdvw4zMzPJ5hYIBNIh9hAE+uP2beDkyUx9LMcA2AOoA6ApgOuZTGsMwOr+fZgFB0sipkAgkB6hXAT6w8sLyKTt8FsAfQFsA3ADwNIPv2eKsTGwdm12JRQIBHpCKBeB/vjjj0ytlkAAxQDU+vB7CwCPAVzNbG6FAjh6NLsSCgQCPSGUi0A/REUBWrRGrgLgNYC/Pvx+GEAUgEfarBEYmGapGIFAYHiEchHoh8BAdZ59JhQGsA/AVAANAZwAUBNaRpqQwMOH2RBSIBDoCxEtJtAP8fFaD23z4QUA8QBKQ61gpF5HIBDkHMJyEeiHfPm0Hvos2b/nAmgLwFYP6wgEgpxDJFEK9EN0NFCokFZbY8MAnAegANAMwGoAltqsIZMBkZGAhUU2BBUIBPpAKBeB/rC1Vfte9Dn/gwf6m18gEGQZsS0m0B+dO2ea55JljI2BTp30M7dAIMg2wnIR6I/bt4FatTIfl535a9TQ3/wCgSDLCMtFoD9q1gQ6dJDeejE2Vs8rFItAkGsRlotAvwQHq5VMXJx0c5qZqa0Wa2vp5hQIBJIiLBeBfrG2BlavlnbONWuEYhEIcjlCuQj0z9ChwLx50sw1fz4wZIg0cwkEAr0htsUEOcfGjYCbm7ropC6tjo2N1a81a4RiEQjyCMJyEeQcQ4eqfSVJ/e0zc/QnHW/TRn2eUCwCQZ5BWC4Cw3D7trrfy9GjqYtcymSAjY06j8XVVUSFCQR5EKFcBIYnOlpd3Tg+Xl0rzNZWlHQRCPI4QrkIBAKBQHKEz0UgEAgEkiOUi0AgEAgkRygXgUAgEEiOUC4CgUAgkByhXAQCgUAgOUK5CAQCgUByhHIRCAQCgeQI5SIQCAQCyRHKRSAQCASSI5SLQCAQCCRHKBeBQCAQSI5QLgKBQCCQHKFcBAKBQCA5QrkIBAKBQHKEchEIBAKB5AjlIhAIBALJEcpFIBAIBJIjlItAIBAIJEcoF4FAIBBIjlAuAoFAIJAcoVwEAoFAIDlCuQgEAoFAcoRyEQgEAoHkCOUiEAgEAskRykUgEAgEkiOUi0AgEAgkRygXgUAgEEiOUC4CgUAgkJz/A2WOXapd5YnWAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "with open('generate.txt', 'r') as file:\n",
    "    lines = file.readlines()\n",
    "n = int(lines[0])\n",
    "nodes = [int(line) for line in lines[1:n+1]]\n",
    "G = nx.Graph()\n",
    "G.add_nodes_from(nodes)\n",
    "m = int(lines[n+1])\n",
    "for line in lines[n+2:]:\n",
    "    start, end, weight = map(int, line.split())\n",
    "    G.add_edge(start, end, weight=weight)\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "pos = nx.spring_layout(G, seed=41) \n",
    "nx.draw(G, pos, ax=ax, with_labels=True, node_color='red', node_size=300, font_size=8, alpha=1)\n",
    "edge_labels = nx.get_edge_attributes(G, 'weight')\n",
    "nx.draw_networkx_edge_labels(G, pos, edge_labels=edge_labels, font_size=6)\n",
    "plt.savefig(\"topo.svg\", format=\"svg\")\n",
    "plt.title(\"Network Topology\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "xs",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
